Etemaadi R, Emmerich MT and Chaudron MR (2012), "Problem-Specific Search Operators for Metaheuristic Software Architecture Design", In Search Based Software Engineering - 4th International Symposium, SSBSE 2012, Riva del Garda, Italy, September 28-30, 2012. Proceedings. Vol. 7515, pp. 267-272. Springer. |
BibTeX:
@inproceedings{EEC2012, author = {Ramin Etemaadi and Michael T. Emmerich and Michel R. Chaudron}, editor = {Gordon Fraser and Jerffeson Teixeira de Souza}, title = {Problem-Specific Search Operators for Metaheuristic Software Architecture Design}, booktitle = {Search Based Software Engineering - 4th International Symposium, SSBSE 2012, Riva del Garda, Italy, September 28-30, 2012. Proceedings}, publisher = {Springer}, year = {2012}, volume = {7515}, pages = {267-272}, doi = {10.1007/978-3-642-33119-0_20} } |
Sanchez-Faddeev H, Emmerich MT, Verbeek FJ, Henry AH, Grimshaw S, Spaink HP, van Vlijmen HW and Bender A (2012), "Using Multiobjective Optimization and Energy Minimization to Design an Isoform-Selective Ligand of the 14-3-3 Protein", In Leveraging Applications of Formal Methods, Verification and Validation. Applications and Case Studies - 5th International Symposium, ISoLA 2012, Heraklion, Crete, Greece, October 15-18, 2012, Proceedings, Part II. Vol. 7610, pp. 12-24. Springer. |
BibTeX:
@inproceedings{SEV+2012, author = {Hernando Sanchez-Faddeev and Michael T. Emmerich and Fons J. Verbeek and Andrew H. Henry and Simon Grimshaw and Herman P. Spaink and Herman W. van Vlijmen and Andreas Bender}, editor = {Tiziana Margaria and Bernhard Steffen}, title = {Using Multiobjective Optimization and Energy Minimization to Design an Isoform-Selective Ligand of the 14-3-3 Protein}, booktitle = {Leveraging Applications of Formal Methods, Verification and Validation. Applications and Case Studies - 5th International Symposium, ISoLA 2012, Heraklion, Crete, Greece, October 15-18, 2012, Proceedings, Part II}, publisher = {Springer}, year = {2012}, volume = {7610}, pages = {12-24}, doi = {10.1007/978-3-642-34032-1_3} } |
van Rijn S, Emmerich MTM, Reehuis E and Bäck T (2015), "Optimizing Highly Constrained Truck Loadings Using a Self-Adaptive Genetic Algorithm", In IEEE Congress on Evolutionary Computation, CEC 2015, Sendai, Japan, May 25-28, 2015. , pp. 227-234. |
BibTeX:
@inproceedings{vRERB2015, author = {Sander van Rijn and Michael T. M. Emmerich and Edgar Reehuis and Thomas Bäck}, title = {Optimizing Highly Constrained Truck Loadings Using a Self-Adaptive Genetic Algorithm}, booktitle = {IEEE Congress on Evolutionary Computation, CEC 2015, Sendai, Japan, May 25-28, 2015}, year = {2015}, pages = {227--234}, url = {http://dx.doi.org/10.1109/CEC.2015.7256896}, doi = {10.1109/CEC.2015.7256896} } |
van Stein B, Wang H, Kowalczyk W, Bäck T and Emmerich M (2015), "Optimally Weighted Cluster Kriging for Big Data Regression", In Advances in Intelligent Data Analysis XIV - 14th International Symposium, IDA 2015, Saint Etienne, France, October 22-24, 2015, Proceedings. , pp. 310-321. |
BibTeX:
@inproceedings{vSWK+2015, author = {Bas van Stein and Hao Wang and Wojtek Kowalczyk and Thomas Bäck and Michael Emmerich}, title = {Optimally Weighted Cluster Kriging for Big Data Regression}, booktitle = {Advances in Intelligent Data Analysis XIV - 14th International Symposium, IDA 2015, Saint Etienne, France, October 22-24, 2015, Proceedings}, year = {2015}, pages = {310--321}, url = {http://dx.doi.org/10.1007/978-3-319-24465-5_27}, doi = {10.1007/978-3-319-24465-5_27} } |
Yang K, Gaida D, Bäck T and Emmerich M (2015), "Expected hypervolume improvement algorithm for PID controller tuning and the multiobjective dynamical control of a biogas plant", In IEEE Congress on Evolutionary Computation, CEC 2015, Sendai, Japan, May 25-28, 2015. , pp. 1934-1942. |
BibTeX:
@inproceedings{YGBE2015, author = {Kaifeng Yang and Daniel Gaida and Thomas Bäck and Michael Emmerich}, title = {Expected hypervolume improvement algorithm for PID controller tuning and the multiobjective dynamical control of a biogas plant}, booktitle = {IEEE Congress on Evolutionary Computation, CEC 2015, Sendai, Japan, May 25-28, 2015}, year = {2015}, pages = {1934--1942}, url = {http://dx.doi.org/10.1109/CEC.2015.7257122}, doi = {10.1109/CEC.2015.7257122} } |
Back T, Emmerich M and Shir O (2008), "Evolutionary algorithms for real world applications [Application Notes]", IEEE Computational Intelligence Magazine. Vol. 3(1), pp. 64-67. IEEE Press.
[BibTeX] |
BibTeX:
@article{back2008evolutionary, author = {Back, Thomas and Emmerich, M and Shir, OM}, title = {Evolutionary algorithms for real world applications [Application Notes]}, journal = {IEEE Computational Intelligence Magazine}, publisher = {IEEE Press}, year = {2008}, volume = {3}, number = {1}, pages = {64--67} } |
Bagheri S, Konen W, Emmerich M and Bäck T (2015), "Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control", arXiv preprint arXiv:1512.09251.
[BibTeX] |
BibTeX:
@article{bagheri2015solving, author = {Bagheri, Samineh and Konen, Wolfgang and Emmerich, Michael and Bäck, Thomas}, title = {Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control}, journal = {arXiv preprint arXiv:1512.09251}, year = {2015} } |
Basto-Fernandes V, Yevseyeva I, Méndez JR, Zhao J, Fdez-Riverola F and Emmerich MT (2016), "A spam filtering multi-objective optimization study covering parsimony maximization and three-way classification", Applied Soft Computing. Vol. 48, pp. 111-123. Elsevier.
[BibTeX] |
BibTeX:
@article{basto2016spam, author = {Basto-Fernandes, Vitor and Yevseyeva, Iryna and Méndez, José R and Zhao, Jiaqi and Fdez-Riverola, Florentino and Emmerich, Michael TM}, title = {A spam filtering multi-objective optimization study covering parsimony maximization and three-way classification}, journal = {Applied Soft Computing}, publisher = {Elsevier}, year = {2016}, volume = {48}, pages = {111--123} } |
Basto-Fernandes V, Yevseyeva I, Frantz RZ, Grilo C, Díaz NP and Emmerich M (2014), "An Automatic Generation of Textual Pattern Rules for Digital Content Filters Proposal, Using Grammatical Evolution Genetic Programming", Procedia Technology. Vol. 16(0), pp. 806 - 812. |
Abstract: Abstract This work presents a conceptual proposal to address the problem of intensive human specialized resources that are nowadays required for the maintenance and optimized operation of digital contents filtering in general and anti-spam filtering in particular. The huge amount of spam, malware, virus, and other illegitimate digital contents distributed through network services, represents a considerable waste of physical and technical resources, experts and end users time, in continuous maintenance of anti-spam filters and deletion of spam messages, respectively. The problem of cumbersome and continuous maintenance required to keep anti-spam filtering systems updated and running in an efficient way, is addressed in this work by the means of genetic programming grammatical evolution techniques, for automatic rules generation, having SpamAssassin anti-spam system and SpamAssassin public corpus as the references for the automatic filtering customization. |
BibTeX:
@article{BastoFernandes2014806, author = {Vitor Basto-Fernandes and Iryna Yevseyeva and Rafael Z. Frantz and Carlos Grilo and Noemí Pérez Díaz and Michael Emmerich}, title = {An Automatic Generation of Textual Pattern Rules for Digital Content Filters Proposal, Using Grammatical Evolution Genetic Programming}, journal = {Procedia Technology}, year = {2014}, volume = {16}, number = {0}, pages = {806 - 812}, note = {6th Conference on ENTERprise Information Systems– aligning technology, organizations and people, CENTERIS 2014}, url = {http://www.sciencedirect.com/science/article/pii/S2212017314002576}, doi = {10.1016/j.protcy.2014.10.030} } |
Breukelaar R, Emmerich M and Bäck T (2006), "On Interactive Evolution Strategies", In Applications of Evolutionary Computing EvoWorkshops 2006: EvoINTERACTION. Budapest, Hungary, April, 2006. Vol. 3907, pp. 530-541. Springer Berlin / Heidelberg.
[BibTeX] |
BibTeX:
@inproceedings{BEB2006, author = {Ron Breukelaar and Michael Emmerich and Thomas Bäck}, title = {On Interactive Evolution Strategies}, booktitle = {Applications of Evolutionary Computing EvoWorkshops 2006: EvoINTERACTION}, publisher = {Springer Berlin / Heidelberg}, year = {2006}, volume = {3907}, pages = {530-541} } |
Bovenkamp E, Eggermont J, Li R, Emmerich M, Bäck T, Dijkstra J and Reiber J (2006), "Optimizing IVUS Lumen Segmentations using Evolutionary Algorithms", In Medical Image Computing and Computer-Assisted Intervention. Kopenhagen, Denmark
[BibTeX] |
BibTeX:
@inproceedings{BEL+2006, author = {E.G.P. Bovenkamp and J. Eggermont and R. Li and M.T.M. Emmerich and Th. Bäck and J. Dijkstra and J.H.C. Reiber}, title = {Optimizing IVUS Lumen Segmentations using Evolutionary Algorithms}, booktitle = {Medical Image Computing and Computer-Assisted Intervention}, year = {2006} } |
Bäck T, Emmerich M and Schallmo M (2002), "Industrial Applications of Evolutionary Algorithms: A Comparison to Traditional Methods", In Optimization in Industry. , pp. 303-314. Springer London. |
BibTeX:
@incollection{BES2002, author = {Bäck, T. and Emmerich, M. and Schallmo, M.}, editor = {Parmee, IanC. and Hajela, Prabhat}, title = {Industrial Applications of Evolutionary Algorithms: A Comparison to Traditional Methods}, booktitle = {Optimization in Industry}, publisher = {Springer London}, year = {2002}, pages = {303-314}, url = {http://dx.doi.org/10.1007/978-1-4471-0675-3_25}, doi = {10.1007/978-1-4471-0675-3_25} } |
Beume N, Naujoks B and Emmerich M (2007), "SMS-EMOA: Multiobjective selection based on dominated hypervolume", European Journal of Operational Research. Vol. 181(3), pp. 1653#-#1669.
[BibTeX] |
BibTeX:
@article{BNE2007, author = {Nicola Beume and Boris Naujoks and Michael Emmerich}, title = {SMS-EMOA: Multiobjective selection based on dominated hypervolume}, journal = {European Journal of Operational Research}, year = {2007}, volume = {181}, number = {3}, pages = {1653#-#1669} } |
Cai F, Wang H, Tang X, Emmerich M and Verbeek FJ (2016), "Fuzzy Criteria in Multi-objective Feature Selection for Unsupervised Learning", Procedia Computer Science. Vol. 102, pp. 51-58. Elsevier.
[BibTeX] |
BibTeX:
@article{cai2016fuzzy, author = {Cai, Fuyu and Wang, Hao and Tang, Xiaoqin and Emmerich, Michael and Verbeek, Fons J}, title = {Fuzzy Criteria in Multi-objective Feature Selection for Unsupervised Learning}, journal = {Procedia Computer Science}, publisher = {Elsevier}, year = {2016}, volume = {102}, pages = {51--58} } |
Chen J, Emmerich MTM, Li R, Kok JN and Bäck T (2009), "How to Do Recombination in Evolution Strategies: An Empirical Study", In IWINAC (1). , pp. 223-232. |
BibTeX:
@inproceedings{CEL+2009, author = {Juan Chen and Michael T. M. Emmerich and Rui Li and Joost N. Kok and Thomas Bäck}, title = {How to Do Recombination in Evolution Strategies: An Empirical Study}, booktitle = {IWINAC (1)}, year = {2009}, pages = {223-232}, doi = {10.1007/978-3-642-02264-7_24} } |
Custódio AL, Emmerich M and Madeira JF (2012), "Recent Developments in Derivative-Free Multiobjective Optimisation", Computational Technology Reviews. Vol. 5, pp. 1-30. |
BibTeX:
@article{CEM2012, author = {Custódio, Ana L. and Emmerich, Michael and José F.A. Madeira}, title = {Recent Developments in Derivative-Free Multiobjective Optimisation}, journal = {Computational Technology Reviews}, year = {2012}, volume = {5}, pages = {1--30}, doi = {10.4203/ctr.5.1} } |
Guerreiro AP, Fonseca CM and Emmerich MTM (2012), "A Fast Dimension-Sweep Algorithm for the Hypervolume Indicator in Four Dimensions", In Proceedings of the 24th Canadian Conference on Computational Geometry, CCCG 2012, Charlottetown, Prince Edward Island, Canada, August 8-10, 2012. , pp. 77-82.
[BibTeX] |
BibTeX:
@inproceedings{DBLP:conf/cccg/GuerreiroFE12, author = {Andreia P. Guerreiro and Carlos M. Fonseca and Michael T. M. Emmerich}, title = {A Fast Dimension-Sweep Algorithm for the Hypervolume Indicator in Four Dimensions}, booktitle = {Proceedings of the 24th Canadian Conference on Computational Geometry, CCCG 2012, Charlottetown, Prince Edward Island, Canada, August 8-10, 2012}, year = {2012}, pages = {77--82} } |
Yang Z, Emmerich M, Bäck T and Kok JN (2015), "Multicriteria Inventory Routing by Cooperative Swarms and Evolutionary Algorithms", In Bioinspired Computation in Artificial Systems - International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2015, Elche, Spain, June 1-5, 2015, Proceedings, Part II. Vol. 9108 Springer.
[BibTeX] |
BibTeX:
@inproceedings{DBLP:conf/iwinac/YangEBK15, author = {Zhiwei Yang and Michael Emmerich and Thomas Bäck and Joost N. Kok}, editor = {José Manuel Ferrández de Vicente and José Ramón Álvarez Sánchez and Félix de la Paz López and F. Javier Toledo-Moreo and Hojjat Adeli}, title = {Multicriteria Inventory Routing by Cooperative Swarms and Evolutionary Algorithms}, booktitle = {Bioinspired Computation in Artificial Systems - International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2015, Elche, Spain, June 1-5, 2015, Proceedings, Part II}, publisher = {Springer}, year = {2015}, volume = {9108} } |
van der Blom K, Boonstra S, Hofmeyer Hè and Emmerich MTM (2016), "Multicriteria Building Spatial Design with Mixed Integer Evolutionary Algorithms", In PPSN. Vol. 9921, pp. 453-462. Springer.
[BibTeX] |
BibTeX:
@inproceedings{DBLP:conf/ppsn/BlomBHE16, author = {Koen van der Blom and Sjonnie Boonstra and Hèrm Hofmeyer and Michael T. M. Emmerich}, title = {Multicriteria Building Spatial Design with Mixed Integer Evolutionary Algorithms}, booktitle = {PPSN}, publisher = {Springer}, year = {2016}, volume = {9921}, pages = {453--462} } |
Kerschke P, Wang H, Preuss M, Grimme C, Deutz AH, Trautmann H and Emmerich M (2016), "Towards Analyzing Multimodality of Continuous Multiobjective Landscapes", In PPSN. Vol. 9921, pp. 962-972. Springer.
[BibTeX] |
BibTeX:
@inproceedings{DBLP:conf/ppsn/KerschkeWPGDTE16, author = {Pascal Kerschke and Hao Wang and Mike Preuss and Christian Grimme and André H. Deutz and Heike Trautmann and Michael Emmerich}, title = {Towards Analyzing Multimodality of Continuous Multiobjective Landscapes}, booktitle = {PPSN}, publisher = {Springer}, year = {2016}, volume = {9921}, pages = {962--972} } |
Koch P, Wagner T, Emmerich MTM, Bäck T and Konen W (2015), "Efficient multi-criteria optimization on noisy machine learning problems", Appl. Soft Comput.. Vol. 29, pp. 357-370. |
BibTeX:
@article{DBLP:journals/asc/KochWEBK15, author = {Patrick Koch and Tobias Wagner and Michael T. M. Emmerich and Thomas Bäck and Wolfgang Konen}, title = {Efficient multi-criteria optimization on noisy machine learning problems}, journal = {Appl. Soft Comput.}, year = {2015}, volume = {29}, pages = {357--370}, url = {http://dx.doi.org/10.1016/j.asoc.2015.01.005}, doi = {10.1016/j.asoc.2015.01.005} } |
Hupkens I, Emmerich MTM and Deutz AH (2014), "Faster Computation of Expected Hypervolume Improvement", CoRR. Vol. abs/1408.7114 |
BibTeX:
@article{DBLP:journals/corr/HupkensED14, author = {Iris Hupkens and Michael T. M. Emmerich and André H. Deutz}, title = {Faster Computation of Expected Hypervolume Improvement}, journal = {CoRR}, year = {2014}, volume = {abs/1408.7114}, url = {http://arxiv.org/abs/1408.7114} } |
Yang Z, Emmerich M, Bäck T and Kok JN (2016), "Multi-objective inventory routing with uncertain demand using population-based metaheuristics", Integrated Computer-Aided Engineering. Vol. 23(3), pp. 205-220.
[BibTeX] |
BibTeX:
@article{DBLP:journals/icae/YangEBK16, author = {Zhiwei Yang and Michael Emmerich and Thomas Bäck and Joost N. Kok}, title = {Multi-objective inventory routing with uncertain demand using population-based metaheuristics}, journal = {Integrated Computer-Aided Engineering}, year = {2016}, volume = {23}, number = {3}, pages = {205--220} } |
Doddareddy MR, van Westen GJ, van der Horst E, Peironcely JE, Corthals F, IJzerman AP, Emmerich M, Jenkins JL and Bender A (2009), "Chemogenomics: Looking at biology through the lens of chemistry", Stat. Anal. Data Min.. New York, NY, USA Vol. 2(3), pp. 149-160. John Wiley & Sons, Inc.. |
BibTeX:
@article{DvWvdH+2009, author = {Munikumar R. Doddareddy and Gerard J. van Westen and Eelke van der Horst and Julio E. Peironcely and Frans Corthals and Adriaan P. IJzerman and Michael Emmerich and Jeremy L. Jenkins and Andreas Bender}, title = {Chemogenomics: Looking at biology through the lens of chemistry}, journal = {Stat. Anal. Data Min.}, publisher = {John Wiley & Sons, Inc.}, year = {2009}, volume = {2}, number = {3}, pages = {149-160}, doi = {10.1002/sam.v2:3} } |
Emmerich M and Bäck T (2002), "Evolution strategies for optimisation in engineering applications", In Proceedings Fifth World Congress on Computational Mechanics, WCCM V, Vienna, Austria. Barcelona CIMNE.
[BibTeX] |
BibTeX:
@inproceedings{EB2002, author = {M.~Emmerich and Th.~Bäck}, editor = {F.~G. Rammerstorfer and H.~A. Mang and J.~Eberhartsteiner}, title = {Evolution strategies for optimisation in engineering applications}, booktitle = {Proceedings Fifth World Congress on Computational Mechanics, WCCM V, Vienna, Austria}, publisher = {CIMNE}, year = {2002}, note = {CDROM} } |
Eggermont J, Bovenkamp E, Li R, Emmerich M, Bäck T, Dijkstra J and Reiber J (2006), "Extending NK Landscapes to the Mixed-Integer Domain", In 18th Belgium-Netherlands Conference on Artificial Intelligence. Namen, Belgium, October, 2006.
[BibTeX] |
BibTeX:
@inproceedings{EBL+2006, author = {J. Eggermont and E.G.P. Bovenkamp and R. Li and M.T.M. Emmerich and Th. Bäck and J. Dijkstra and J.H.C. Reiber}, title = {Extending NK Landscapes to the Mixed-Integer Domain}, booktitle = {18th Belgium-Netherlands Conference on Artificial Intelligence}, year = {2006} } |
Emmerich M, Beume N and Naujoks B (2005), "An EMO algorithm using the hypervolume measure as selection criterion", In EMO 2005 Int'l Conference, March 2005, Guanajuato Mexico.
[BibTeX] |
BibTeX:
@inproceedings{EBN2005, author = {M.~Emmerich and N.~Beume and B.~Naujoks}, editor = {C. Coello Coello et al.}, title = {An EMO algorithm using the hypervolume measure as selection criterion}, booktitle = {EMO 2005 Int'l Conference, March 2005, Guanajuato Mexico}, year = {2005}, note = {accepted for} } |
Emmerich M, Beume N and Naujoks B (2005), "An EMO algorithm using the hypervolume measure as selection criterion", In Proc.~Evolutionary Multi-Criterion Optimization: Third Int'l Conference (EMO 2005). Berlin Vol. 3410, pp. 62-76. Springer.
[BibTeX] |
BibTeX:
@inproceedings{EBN2005a, author = {Michael Emmerich and Nicola Beume and Boris Naujoks}, editor = {C.~A.~Coello~Coello and A.~Hernández Aguirre and E.~Zitzler}, title = {An EMO algorithm using the hypervolume measure as selection criterion}, booktitle = {Proc.~Evolutionary Multi-Criterion Optimization: Third Int'l Conference (EMO 2005)}, publisher = {Springer}, year = {2005}, volume = {3410}, pages = {62--76} } |
Emmerich M and Deutz A (2006), "A family of Test Problems with Pareto-fronts of Variable Curvature Based on Super-spheres", In MCDM 2006. Chania, Greece, June 19-23, 2006.
[BibTeX] |
BibTeX:
@inproceedings{ED2006, author = {M. Emmerich and A. Deutz}, title = {A family of Test Problems with Pareto-fronts of Variable Curvature Based on Super-spheres}, booktitle = {MCDM 2006}, year = {2006} } |
(2013), "EVOLVE 2013 - A Bridge Between Probability. Set Oriented Numerics, and Evolutionary Computation - Short Paper and Extended Abstract Proceedings", July, 2013. , pp. 109. LIACS, Leiden University.
[BibTeX] |
BibTeX:
@proceedings{ED2013,, editor = {Michael Emmerich and André Deutz}, title = {EVOLVE 2013 - A Bridge Between Probability. Set Oriented Numerics, and Evolutionary Computation - Short Paper and Extended Abstract Proceedings}, publisher = {LIACS, Leiden University}, year = {2013}, pages = {109} } |
Emmerich M and Deutz A (2014), "Time Complexity and Zeros of the Hypervolume Indicator Gradient Field", In EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation III. Vol. 500, pp. 169-193. Springer International Publishing.
[BibTeX] |
BibTeX:
@incollection{ED2014, author = {Emmerich, Michael and Deutz, André}, editor = {Schuetze, Oliver and Coello Coello, Carlos A. and Tantar, Alexandru-Adrian and Tantar, Emilia and Bouvry, Pascal and Moral, Pierre Del and Legrand, Pierrick}, title = {Time Complexity and Zeros of the Hypervolume Indicator Gradient Field}, booktitle = {EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation III}, publisher = {Springer International Publishing}, year = {2014}, volume = {500}, pages = {169-193} } |
Emmerich MT, Deutz AH and Klinkenberg JW (2011), "Hypervolume-based expected improvement: Monotonicity properties and exact computation", In IEEE Congress on Evolutionary Computation, CEC 2011, New Orleans, LA, USA, 5-8 June, 2011. , pp. 2147-2154. IEEE.
[BibTeX] |
BibTeX:
@inproceedings{EDK2011, author = {Michael T. Emmerich and André H. Deutz and Jan Willem Klinkenberg}, title = {Hypervolume-based expected improvement: Monotonicity properties and exact computation}, booktitle = {IEEE Congress on Evolutionary Computation, CEC 2011, New Orleans, LA, USA, 5-8 June, 2011}, publisher = {IEEE}, year = {2011}, pages = {2147--2154} } |
Emmerich M, Deutz AH, Kruisselbrink JW and Shukla PK (2013), "Cone-Based Hypervolume Indicators: Construction, Properties, and Efficient Computation", In EMO. Vol. 7811, pp. 111-127. Springer.
[BibTeX] |
BibTeX:
@inproceedings{EDKS2013, author = {Michael Emmerich and André H. Deutz and Johannes W. Kruisselbrink and Pradyumn Kumar Shukla}, editor = {Robin C. Purshouse and Peter J. Fleming and Carlos M. Fonseca and Salvatore Greco and Jane Shaw}, title = {Cone-Based Hypervolume Indicators: Construction, Properties, and Efficient Computation}, booktitle = {EMO}, publisher = {Springer}, year = {2013}, volume = {7811}, pages = {111-127} } |
Emmerich M, Deutz AH, Li R and Kruisselbrink JW (2010), "Getting lost or getting trapped: on the effect of moves to incomparable points in multiobjective hillclimbing", In GECCO (Companion). , pp. 1963-1966.
[BibTeX] |
BibTeX:
@inproceedings{EDLK2010, author = {Michael Emmerich and André H. Deutz and Rui Li and Johannes W. Kruisselbrink}, title = {Getting lost or getting trapped: on the effect of moves to incomparable points in multiobjective hillclimbing}, booktitle = {GECCO (Companion)}, year = {2010}, pages = {1963-1966} } |
(2013), "EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV International Conference Held at Leiden University, July 10-13 2013, XIV, 324 p. 140 illus." Berlin Heidelberg, May, 2013. Vol. Vol. 227 Springer.
[BibTeX] |
BibTeX:
@proceedings{EDS+2013,, editor = {Emmerich, M. and Deutz, A. and Schütze, O. and Bäck, Th. and Tantar, E. and Tantar, A.-A. and Del Moral, P. and Legrand, P. and Bouvry, P. and Coello Coello, C.A.}, title = {EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV International Conference Held at Leiden University, July 10-13 2013, XIV, 324 p. 140 illus.}, publisher = {Springer}, year = {2013}, volume = {Vol. 227} } |
Emmerich MT, Deutz AH and Yevseyeva I (2014), "On Reference Point Free Weighted Hypervolume Indicators based on Desirability Functions and their Probabilistic Interpretation", Procedia Technology. Vol. 16(0), pp. 532 - 541. |
Abstract: Abstract The so-called a posteriori approach to optimization with multiple conflicting objective functions is to compute or approximate a Pareto front of solutions. In case of continuous objective functions a finite approximation to this set can be computed. Indicator-based multiobjective optimization algorithms compute solution sets that are optimal with respect to some quality measure on sets, such as the commonly used hypervolume indicator (HI). The HI measures the size of the space that is dominated by a given set of solutions. It has many favorable monotonicity properties but it requires a reference point the choice of which is often done ad-hoc. In this study the concept of set monotonic functions for dominated subsets is introduced. Moreover, this work presents a reference point free hypervolume indicator that uses a density that is derived from the user's preferences expressed as desirability functions. This approach will bias the distribution of the approximation set towards a set that more densely samples highly desirable solutions of the objective space. We show that the Harrington type and the Derringer-Suich type of desirability functions yield definite integrals and that the Harrington type has also the favorable property to provide a set-monotonic function over the set of dominated subspaces. It is shown that for a product type of aggregation the weighted hypervolume indicator is mathematically equivalent with an approach that computes the standard hypervolume indicator after transformation of the axes. In addition a probabilistic interpretation of desirability functions is discussed and how a correlation parameter can be introduced in order to change the aggregation type. Finally, practical guidelines for using the discussed set indicator in multiobjective search, for instance when searching for interesting subsets from a database, are provided. |
BibTeX:
@article{EDY2014, author = {Michael T.M. Emmerich and André H. Deutz and Iryna Yevseyeva}, title = {On Reference Point Free Weighted Hypervolume Indicators based on Desirability Functions and their Probabilistic Interpretation}, journal = {Procedia Technology}, year = {2014}, volume = {16}, number = {0}, pages = {532 - 541}, note = {6th Conference on ENTERprise Information Systems– aligning technology, organizations and people, CENTERIS 2014}, url = {http://www.sciencedirect.com/science/article/pii/S221201731400228X}, doi = {10.1016/j.protcy.2014.10.001} } |
Etemaadi R, Emmerich MT and Chaudron MR (2012), "Problem-Specific Search Operators for Metaheuristic Software Architecture Design", In Search Based Software Engineering. Vol. 7515, pp. 267-272. Springer Berlin Heidelberg. |
BibTeX:
@incollection{EEC2012a, author = {Etemaadi, Ramin and Emmerich, Michael T.M. and Chaudron, Michel R.V.}, editor = {Fraser, Gordon and Teixeira de Souza, Jerffeson}, title = {Problem-Specific Search Operators for Metaheuristic Software Architecture Design}, booktitle = {Search Based Software Engineering}, publisher = {Springer Berlin Heidelberg}, year = {2012}, volume = {7515}, pages = {267-272}, url = {http://dx.doi.org/10.1007/978-3-642-33119-0_20}, doi = {10.1007/978-3-642-33119-0_20} } |
Emmerich MTM and Fonseca CM (2011), "Computing hypervolume contributions in low dimensions: asymptotically optimal algorithm and complexity results", In EMO'11: Proceedings of the 6th international conference on Evolutionary multi-criterion optimization. Berlin, Heidelberg , pp. 121-135. Springer-Verlag.
[BibTeX] |
BibTeX:
@inproceedings{EF2011, author = {Emmerich, Michael T. M. and Fonseca, Carlos M.}, title = {Computing hypervolume contributions in low dimensions: asymptotically optimal algorithm and complexity results}, booktitle = {EMO'11: Proceedings of the 6th international conference on Evolutionary multi-criterion optimization}, publisher = {Springer-Verlag}, year = {2011}, pages = {121--135} } |
Emmerich M, Giotis A, Özdemir M, Bäck T and Giannakoglou K (2002), "Metamodel-assisted evolution strategies", In Parallel Problem Solving from Nature - PPSN VII, Granada, Spain. Berlin , pp. 361-370. Springer.
[BibTeX] |
BibTeX:
@inproceedings{EG+2002, author = {M.~Emmerich and A.~Giotis and M.~Özdemir and Th.~Bäck and K.~Giannakoglou}, editor = {J.~J.~Merelo Guervós et al.}, title = {Metamodel-assisted evolution strategies}, booktitle = {Parallel Problem Solving from Nature - PPSN VII, Granada, Spain}, publisher = {Springer}, year = {2002}, pages = {361--370}, edition = {2439} } |
Emmerich M, Grötzner M, Gross B, Henrich F, Roosen P and Schütz M (2000), "Strukturoptimierung verfahrenstechnischer Anlagen mit evolutionären Algorithmen", In Computational Intelligence im industriellen Einsatz: Fuzzy Systeme, Neuronale Netze, Evolutionäre Algorithmen, Data Mining. Düsseldorf , pp. 277-282. VDI-Verlag.
[BibTeX] |
BibTeX:
@inproceedings{EGG+2000, author = {M.~Emmerich and M.~Grötzner and B.~Gross and F.~Henrich and P.~Roosen and M.~Schütz}, editor = {S.~Hafner and H.~Kiendl and R.~Kruse and H.-P.~Schwefel}, title = {Strukturoptimierung verfahrenstechnischer Anlagen mit evolutionären Algorithmen}, booktitle = {Computational Intelligence im industriellen Einsatz: Fuzzy Systeme, Neuronale Netze, Evolutionäre Algorithmen, Data Mining}, publisher = {VDI-Verlag}, year = {2000}, pages = {277-282} } |
Emmerich M, Gross B, Henrich F, Roosen P and Schütz M (2000), "Global optimization of chemical engineering plants by means of evolutionary algorithms", In Proc.~Aspen World 2000: Optimizing the Manufacturing Enterprise. Cambridge MA Aspen Technology.
[BibTeX] |
BibTeX:
@inproceedings{EGH+2000, author = {M. Emmerich and B. Gross and F. Henrich and P. Roosen and M. Schütz}, title = {Global optimization of chemical engineering plants by means of evolutionary algorithms}, booktitle = {Proc.~Aspen World 2000: Optimizing the Manufacturing Enterprise}, publisher = {Aspen Technology}, year = {2000}, note = {(CD-ROM)} } |
Emmerich MT, Giannakoglou K and Naujoks B (2006), "Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels", IEEE Trans. Evolutionary Computation. Vol. 10(4), pp. 421-439.
[BibTeX] |
BibTeX:
@article{EGN2006, author = {Michael T. Emmerich and Kyriakos Giannakoglou and Boris Naujoks}, title = {Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels}, journal = {IEEE Trans. Evolutionary Computation}, year = {2006}, volume = {10}, number = {4}, pages = {421-439} } |
Emmerich M, Grötzner M and Schütz M (2001), "Design of Graph-based Evolutionary Algorithms: A case study for Chemical Process Networks", Evolutionary Computation. Vol. 9(3)
[BibTeX] |
BibTeX:
@article{EGS2001, author = {M.~Emmerich and M.~Grötzner and M.~Schütz}, title = {Design of Graph-based Evolutionary Algorithms: A case study for Chemical Process Networks}, journal = {Evolutionary Computation}, year = {2001}, volume = {9}, number = {3} } |
Emmerich M and Hosenberg R (2001), "TEA - A C++ Library for the Design of Evolutionary Algorithms"
[BibTeX] |
BibTeX:
@techreport{EH2001, author = {M. Emmerich and R. Hosenberg}, title = {TEA - A C++ Library for the Design of Evolutionary Algorithms}, year = {2001}, note = {Reihe~CI 106/04} } |
Emmerich M, Hopfe C, Marijt R, Hensen J, Struck C and Stoelinga P (2008), "Evaluating Optimization Methodologies for Fture Integration in Building Performance Tools", In ACDM 2008.
[BibTeX] |
BibTeX:
@inproceedings{EHM+2008, author = {M.T.M. Emmerich and C. Hopfe and R. Marijt and J. Hensen and C. Struck and P. Stoelinga}, title = {Evaluating Optimization Methodologies for Fture Integration in Building Performance Tools}, booktitle = {ACDM 2008}, year = {2008} } |
Emmerich MT, Hundemer J, Varcol M-C, Naujoks B and Abdel-Maksoud M (2006), "Design Optimization of Ship Propellers by Means of Advanced Metamodel-Assisted Evolution Strategies", In Proceedings ERCOFTAC 2006 Int'l Conference on Design Optimization. Las Palmas, Gran Canaria
[BibTeX] |
BibTeX:
@inproceedings{EHV+2006, author = {Michael T. Emmerich and Jochen Hundemer and Mihai-Christian Varcol and Boris Naujoks and Moustafa Abdel-Maksoud}, title = {Design Optimization of Ship Propellers by Means of Advanced Metamodel-Assisted Evolution Strategies}, booktitle = {Proceedings ERCOFTAC 2006 Int'l Conference on Design Optimization}, year = {2006} } |
Emmerich M and Jakumeit Jü (2003), "Metamodel-assisted optimisation with constraints: A case study in material process design", In Evolutionary Methods for Design, Optimization, and Control with Applications to Industrial Problems (CD-ROM). Barcelona CIMNE.
[BibTeX] |
BibTeX:
@inproceedings{EJ2003, author = {Michael Emmerich and Jürgen Jakumeit}, editor = {G.~Bugeda and J.~A.~Désidéri and J.~Périaux and M.~Schoenauer and G.~Winter}, title = {Metamodel-assisted optimisation with constraints: A case study in material process design}, booktitle = {Evolutionary Methods for Design, Optimization, and Control with Applications to Industrial Problems (CD-ROM)}, publisher = {CIMNE}, year = {2003} } |
Emmerich M and Jakumeit J (2003), "Metamodel-Assisted Optimisation with Constraints: A Case Study in Material Process Design", In Evolutionary Methods for Design, Optimisation and Control with Applications to Industrial and Societal Problems - EUROGEN'2003. CIMNE, Barcelona.
[BibTeX] |
BibTeX:
@inproceedings{EJ2003a, author = {M. Emmerich and J. Jakumeit}, editor = {G. Bugeda et al.}, title = {Metamodel-Assisted Optimisation with Constraints: A Case Study in Material Process Design}, booktitle = {Evolutionary Methods for Design, Optimisation and Control with Applications to Industrial and Societal Problems - EUROGEN'2003}, publisher = {CIMNE, Barcelona}, year = {2003}, note = {CDROM} } |
Emmerich M and Jakumeit J (2004), "Optimization of a gas turbine blade casting using evolution strategies and kriging", In Bioinspired Optimization methods and their applications - BIOMA'2004. Ljubljana, Sl , pp. 95-104. Jozef Stefan Institute.
[BibTeX] |
BibTeX:
@inproceedings{EJ2004, author = {M.~Emmerich and J. Jakumeit}, editor = {B. Filipic et al.}, title = {Optimization of a gas turbine blade casting using evolution strategies and kriging}, booktitle = {Bioinspired Optimization methods and their applications - BIOMA'2004}, publisher = {Jozef Stefan Institute}, year = {2004}, pages = {95--104} } |
Eggermont J, Li R, Bovenkamp E, Marquering H, Emmerich M, van der Lugt A, Bäck T, Dijkstra J and Reiber J (2008), "Optimizing Computed Tomographic Angiography Image Segmentation Using Fitness Based Partitioning.", In EvoWorkshops. Vol. 4974, pp. 275-284. Springer. |
BibTeX:
@inproceedings{ELB+2008, author = {Jeroen Eggermont and Rui Li and Ernst Bovenkamp and Henk Marquering and Michael Emmerich and Aad van der Lugt and Thomas Bäck and Jouke Dijkstra and Johan Reiber}, editor = {Mario Giacobini and Anthony Brabazon and Stefano Cagnoni and Gianni Di Caro and Rolf Drechsler and Anikó Ekárt and Anna Esparcia-Alcázar and Muddassar Farooq and Andreas Fink and Jon McCormack and Michael O'Neill and Juan Romero and Franz Rothlauf and Giovanni Squillero and Sima Uyar and Shengxiang Yang}, title = {Optimizing Computed Tomographic Angiography Image Segmentation Using Fitness Based Partitioning.}, booktitle = {EvoWorkshops}, publisher = {Springer}, year = {2008}, volume = {4974}, pages = {275-284}, doi = {10.1007/978-3-540-78761-7_28} } |
Emmerich M, Li B, Bender A, E Faddiev JK, Deutz A, van der Horst E, IJzerman A and Bäck T (2009), "Analyzing molecular landscapes using random walks and information theory", Chemistry Central Journal (suppl). Vol. 3, pp. 20.
[BibTeX] |
BibTeX:
@article{ELB+2009, author = {M Emmerich and BVY Li and A Bender and E Faddiev, J Kruisselbrink and AH Deutz and E van der Horst and A IJzerman and Th Bäck}, title = {Analyzing molecular landscapes using random walks and information theory}, journal = {Chemistry Central Journal (suppl)}, year = {2009}, volume = {3}, pages = {20} } |
Emmerich M, Li R, Eggermont J, Bovenkamp E, Bäck T, Dijkstra J and Reiber J (2006), "Optimizing Parameters of Coronary Vessel Image Analysis using Evolution Strategies", In 18th Belgium-Netherlands Conference on Artificial Intelligence. Namen, Belgium, October, 2006.
[BibTeX] |
BibTeX:
@inproceedings{ELE+2006, author = {M.T.M. Emmerich and R. Li and J. Eggermont and E.G.P. Bovenkamp and Th. Bäck and J. Dijkstra and J.H.C. Reiber}, title = {Optimizing Parameters of Coronary Vessel Image Analysis using Evolution Strategies}, booktitle = {18th Belgium-Netherlands Conference on Artificial Intelligence}, year = {2006} } |
Emmerich M, Li R, Zhang A, Flesch I and Lucas P (2008), "Mixed-Integer Bayesian Optimization Utilizing A-Priori Knowledge on Parameter Dependences", In 20th Belgian-Netherlands Conference on Artificial Intelligence (BNAIC).
[BibTeX] |
BibTeX:
@inproceedings{ELZ+2008, author = {Michael Emmerich and Rui Li and Anyi Zhang and Ildiko Flesch and Peter Lucas}, title = {Mixed-Integer Bayesian Optimization Utilizing A-Priori Knowledge on Parameter Dependences}, booktitle = {20th Belgian-Netherlands Conference on Artificial Intelligence (BNAIC)}, year = {2008} } |
Emmerich M (1999), "Optimierung verfahrenstechnischer Prozeßstrukturen mit Evolutionären Algorithmen". Thesis at: Universität Dortmund, Lehrstuhl für Systemanalyse. Fachbereich Informatik, Dortmund, Germany, Februar, 1999. Vol. {SYS}-7/99
[BibTeX] |
BibTeX:
@phdthesis{Emm1999, author = {M.~Emmerich}, title = {Optimierung verfahrenstechnischer Prozeßstrukturen mit Evolutionären Algorithmen}, school = {Universität Dortmund, Lehrstuhl für Systemanalyse}, year = {1999}, volume = {SYS-7/99}, note = {Supervisors: Hans Paul Schwefel, Martin Schütz, und Monika Grötzner} } |
Emmerich M (2000), "An interval constraint propagation technique for chemical process network synthesis", In Proc.~Knowledge Based Computer Systems (KBCS 2000), Mumbai. New Delhi , pp. 470-481. Allied Publishers.
[BibTeX] |
BibTeX:
@inproceedings{Emm2000, author = {M.~Emmerich}, editor = {M.~Sasikumar and D.~Rao and P.~R.~Prakash}, title = {An interval constraint propagation technique for chemical process network synthesis}, booktitle = {Proc.~Knowledge Based Computer Systems (KBCS 2000), Mumbai}, publisher = {Allied Publishers}, year = {2000}, pages = {470--481} } |
Emmerich M (2002), "Optimisation of Thermal Power Plants: A graph-based adaptive search approach", In Adaptive Design and Manufacture. Berlin Vol. V Springer.
[BibTeX] |
BibTeX:
@inproceedings{Emm2002, author = {M. Emmerich}, editor = {I.~Parmee}, title = {Optimisation of Thermal Power Plants: A graph-based adaptive search approach}, booktitle = {Adaptive Design and Manufacture}, publisher = {Springer}, year = {2002}, volume = {V} } |
Emmerich M (2005), "A rigorous analysis of two bi-criteria problem families with scalable curvature of the pareto fronts" Leiden, NL, May, 2005. (LIACS TR 2005-05)
[BibTeX] |
BibTeX:
@techreport{Emm2005, author = {M.~Emmerich}, title = {A rigorous analysis of two bi-criteria problem families with scalable curvature of the pareto fronts}, year = {2005}, number = {LIACS TR 2005-05} } |
Emmerich M (2005), "Single-and multi-objective evolutionary design optimization assisted by gaussian random field metamodels". Thesis at: Fachbereich Informatik, University of Dortmund.
[BibTeX] |
BibTeX:
@phdthesis{Emm2005a, author = {Michael Emmerich}, title = {Single-and multi-objective evolutionary design optimization assisted by gaussian random field metamodels}, school = {Fachbereich Informatik, University of Dortmund}, year = {2005} } |
Emmerich M, Li R, Zhang A, Flesch I and Lucas P (2008), "Mixed-integer Bayesian optimization utilizing a priori knowledge on parameter dependences", In Proceedings of the 20th Belgium--Netherlands Conference on Artificial Intelligence (BNAIC). , pp. 65-72.
[BibTeX] |
BibTeX:
@inproceedings{emmerich2008mixed, author = {Emmerich, M and Li, Rui and Zhang, Anyi and Flesch, Ildikó and Lucas, Peter}, title = {Mixed-integer Bayesian optimization utilizing a priori knowledge on parameter dependences}, booktitle = {Proceedings of the 20th Belgium--Netherlands Conference on Artificial Intelligence (BNAIC)}, year = {2008}, pages = {65--72} } |
Emmerich M, Deutz A, Li L, Maulana A and Yevseyeva I (2016), "Maximizing Consensus in Portfolio Selection in Multicriteria Group Decision Making", Procedia Computer Science. Vol. 100, pp. 848-855. Elsevier.
[BibTeX] |
BibTeX:
@article{emmerich2016maximizing, author = {Emmerich, Michael and Deutz, André and Li, Longmei and Maulana, Asep and Yevseyeva, Iryna}, title = {Maximizing Consensus in Portfolio Selection in Multicriteria Group Decision Making}, journal = {Procedia Computer Science}, publisher = {Elsevier}, year = {2016}, volume = {100}, pages = {848--855} } |
Emmerich M, Yang K, Deutz A, Wang H and Fonseca CM (2016), "A Multicriteria Generalization of Bayesian Global Optimization", In Advances in Stochastic and Deterministic Global Optimization. , pp. 229-242. Springer International Publishing.
[BibTeX] |
BibTeX:
@incollection{emmerich2016multicriteria, author = {Emmerich, Michael and Yang, Kaifeng and Deutz, André and Wang, Hao and Fonseca, Carlos M}, title = {A Multicriteria Generalization of Bayesian Global Optimization}, booktitle = {Advances in Stochastic and Deterministic Global Optimization}, publisher = {Springer International Publishing}, year = {2016}, pages = {229--242} } |
Emmerich M and Naujoks B (2004), "Metamodel-assisted multiobjective optimisation strategies with implicit constraints and their application in airfoil design.", In ERCOFTAC 2004. Barcelona , pp. CDROM. CIMNE.
[BibTeX] |
BibTeX:
@inproceedings{EN2004, author = {M.~Emmerich and B.~Naujoks}, editor = {K. Giannakoglou et al.}, title = {Metamodel-assisted multiobjective optimisation strategies with implicit constraints and their application in airfoil design.}, booktitle = {ERCOFTAC 2004}, publisher = {CIMNE}, year = {2004}, pages = {CDROM} } |
Emmerich M and Naujoks B (2004), "Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design.", In Proc of. Fifth Int'l. Conf. on Adaptive Design and Manufacture (ACDM), Bristol, UK, April 2004. Berlin , pp. 249-260. Springer.
[BibTeX] |
BibTeX:
@inproceedings{EN2004a, author = {M.~Emmerich and B.~Naujoks}, editor = {I.~Parmee}, title = {Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design.}, booktitle = {Proc of. Fifth Int'l. Conf. on Adaptive Design and Manufacture (ACDM), Bristol, UK, April 2004}, publisher = {Springer}, year = {2004}, pages = {249--260} } |
Emmerich M and Naujoks B (2004), "Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design", In Adaptive Computing in Design and Manufacture VI. London , pp. 249-260. Springer.
[BibTeX] |
BibTeX:
@inproceedings{EN2004b, author = {Michael Emmerich and Boris Naujoks}, editor = {I.~C.~Parmee}, title = {Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design}, booktitle = {Adaptive Computing in Design and Manufacture VI}, publisher = {Springer}, year = {2004}, pages = {249--260} } |
Emmerich M and Naujoks B (2004), "Metamodel-assisted multi-objective optimisation with implicit constraints and their application in airfoil design", In Proc.~Int'l Conf.~ERCOFTAC'04, Athens (CD-ROM). Barcelona CIMNE.
[BibTeX] |
BibTeX:
@inproceedings{EN2004c, author = {Michael Emmerich and Boris Naujoks}, title = {Metamodel-assisted multi-objective optimisation with implicit constraints and their application in airfoil design}, booktitle = {Proc.~Int'l Conf.~ERCOFTAC'04, Athens (CD-ROM)}, publisher = {CIMNE}, year = {2004} } |
Emmerich MT, Shir O and Bäck T (2006), "Multi-criteria Optimization in Laser Pulse Shaping using Evolutionary Algorithms and Kriging Metamodels", In MCDM2006. Chania, Greece, June, 2006.
[BibTeX] |
BibTeX:
@inproceedings{ESB2006, author = {Michael T.M. Emmerich and Ofer Shir and Thomas Bäck}, title = {Multi-criteria Optimization in Laser Pulse Shaping using Evolutionary Algorithms and Kriging Metamodels}, booktitle = {MCDM2006}, year = {2006} } |
Emmerich M, Schütz M, Gross B and Grötzner M (2000), "Mixed-Integer Evolution Strategy for Chemical Plant Optimisation with Simulators", In Adaptive Design and Manufacture. Berlin , pp. 55-67. Springer.
[BibTeX] |
BibTeX:
@inproceedings{ESGG2000, author = {M.~Emmerich and M.~Schütz and B. Gross and M.~Grötzner}, editor = {I.~Parmee}, title = {Mixed-Integer Evolution Strategy for Chemical Plant Optimisation with Simulators}, booktitle = {Adaptive Design and Manufacture}, publisher = {Springer}, year = {2000}, pages = {55--67} } |
Emmerich MT, Urselmann M, Till J, Sand G and Engell S (2006), "Hybrid EA/MIP method for solving two-stage stochastic programming problems in chemical batch scheduling", In 7th International Conference on Adaptive Computing in Design and Manufacture (ACDM 2006). Bristol, U.K IP-CC Press.
[BibTeX] |
BibTeX:
@inproceedings{EUT+2006, author = {Michael T.M. Emmerich and Maren Urselmann and Jochen Till and Guido Sand and Sebastian Engell}, title = {Hybrid EA/MIP method for solving two-stage stochastic programming problems in chemical batch scheduling}, booktitle = {7th International Conference on Adaptive Computing in Design and Manufacture (ACDM 2006)}, publisher = {IP-CC Press}, year = {2006} } |
Frantz RZ, Sawicki S, Roos-Frantz F, Yevseyeva I and Emmerich M (2015), "On Using Markov Decision Processes to Model Integration Solutions for Disparate Resources in Software Ecosystems", In ICEIS 2015 - Proceedings of the 17th International Conference on Enterprise Information Systems, Barcelona, Spain, 27-30 April, 2015.. Vol. 2, pp. 260-268. SCITEPRESS.
[BibTeX] |
BibTeX:
@inproceedings{frantz2015using, author = {Frantz, Rafael Z. and Sawicki, Sandro and Roos-Frantz, Fabricia and Yevseyeva, Iryna and Emmerich, Michael}, editor = {Slimane Hammoudi and Leszek A. Maciaszek and Ernest Teniente}, title = {On Using Markov Decision Processes to Model Integration Solutions for Disparate Resources in Software Ecosystems}, booktitle = {ICEIS 2015 - Proceedings of the 17th International Conference on Enterprise Information Systems, Barcelona, Spain, 27-30 April, 2015.}, publisher = {SCITEPRESS}, year = {2015}, volume = {2}, pages = {260--268} } |
Friese M, Bartz-Beielstein T and Emmerich M (2016), "Building Ensembles of Surrogates by Optimal Convex Combination", In Bioinspired Optimization Methods and their Applications. , pp. 131-143.
[BibTeX] |
BibTeX:
@inproceedings{friese2016building, author = {Friese, Martina and Bartz-Beielstein, Thomas and Emmerich, Michael}, title = {Building Ensembles of Surrogates by Optimal Convex Combination}, booktitle = {Bioinspired Optimization Methods and their Applications}, year = {2016}, pages = {131--143} } |
Fonseca CM, Yevseyeva I and Emmerich M (2012), "Risk and return in evolutionary multiobjective optimization", In Dagstuhl Seminar on Learning in Multiobjective Optimization, January 22 - 27, 2012. |
BibTeX:
@inproceedings{FYE2012, author = {Fonseca, Carlos M. and Yevseyeva, Iryna and Emmerich, Michael}, title = {Risk and return in evolutionary multiobjective optimization}, booktitle = {Dagstuhl Seminar on Learning in Multiobjective Optimization, January 22 - 27, 2012}, year = {2012}, url = {http://www.dagstuhl.de/drs/index.en.phtml?12041} } |
Giotis A, Emmerich M, Naujoks B, Giannakoglou K and Bäck T (2001), "Low cost stochastic optimisation for engineering applications", In Proc. Int'l Conf. Industrial Applications of Evolutionary Algorithms, EUROGEN2001, Athens, Greece. Barcelona CIMNE (CD-ROM).
[BibTeX] |
BibTeX:
@inproceedings{GEN+2001, author = {A.~Giotis and M.~Emmerich and B.~Naujoks and K.~Giannakoglou and Th.~Bäck}, title = {Low cost stochastic optimisation for engineering applications}, booktitle = {Proc. Int'l Conf. Industrial Applications of Evolutionary Algorithms, EUROGEN2001, Athens, Greece}, publisher = {CIMNE (CD-ROM)}, year = {2001} } |
Greco S, Klamroth K, Knowles JD and Rudolph Gü (2015), "Understanding Complexity in Multiobjective Optimization (Dagstuhl Seminar 15031)", Dagstuhl Reports. Dagstuhl, Germany Vol. 5(1), pp. 96-163. Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik. |
BibTeX:
@other{greco_et_al:DR:2015:5037, author = {Salvatore Greco and Kathrin Klamroth and Joshua D. Knowles and Günter Rudolph}, editor = {Salvatore Greco and Kathrin Klamroth and Joshua D. Knowles and Günter Rudolph}, title = {Understanding Complexity in Multiobjective Optimization (Dagstuhl Seminar 15031)}, journal = {Dagstuhl Reports}, publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik}, year = {2015}, volume = {5}, number = {1}, pages = {96--163}, url = {http://drops.dagstuhl.de/opus/volltexte/2015/5037}, doi = {10.4230/DagRep.5.1.96} } |
Gheorghe M, Snoeck M, Emmerich M, Bäck T, Goeman JJ and Raz V (2014), "Major aging-associated RNA expressions change at two distinct age-positions", BMC genomics. Vol. 15(1), pp. 132. BioMed Central Ltd.
[BibTeX] |
BibTeX:
@article{GSE+2014, author = {Gheorghe, Marius and Snoeck, Marc and Emmerich, Michael and Bäck, Thomas and Goeman, Jelle J and Raz, Vered}, title = {Major aging-associated RNA expressions change at two distinct age-positions}, journal = {BMC genomics}, publisher = {BioMed Central Ltd}, year = {2014}, volume = {15}, number = {1}, pages = {132} } |
Hupkens I, Deutz A, Yang K and Emmerich M (2015), "Faster Exact Algorithms for Computing Expected Hypervolume Improvement", In Evolutionary Multi-Criterion Optimization. Vol. 9019, pp. 65-79. Springer International Publishing. |
BibTeX:
@inproceedings{HDYE2015, author = {Hupkens, Iris and Deutz, André and Yang, Kaifeng and Emmerich, Michael}, editor = {Gaspar-Cunha, António and Henggeler Antunes, Carlos and Coello, Carlos Coello}, title = {Faster Exact Algorithms for Computing Expected Hypervolume Improvement}, booktitle = {Evolutionary Multi-Criterion Optimization}, publisher = {Springer International Publishing}, year = {2015}, volume = {9019}, pages = {65-79}, url = {http://dx.doi.org/10.1007/978-3-319-15892-1_5}, doi = {10.1007/978-3-319-15892-1_5} } |
Hupkens I and Emmerich M (2013), "Logarithmic-Time Updates in SMS-EMOA and Hypervolume-Based Archiving", In EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV. Vol. 227, pp. 155-169. Springer International Publishing.
[BibTeX] |
BibTeX:
@inproceedings{HE2013, author = {Hupkens, Iris and Emmerich, Michael}, editor = {Emmerich, Michael and Deutz, Andre and Schuetze, Oliver and Bäck, Thomas and Tantar, Emilia and Tantar, Alexandru-Adrian and Moral, Pierre Del and Legrand, Pierrick and Bouvry, Pascal and Coello, Carlos A.}, title = {Logarithmic-Time Updates in SMS-EMOA and Hypervolume-Based Archiving}, booktitle = {EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV}, publisher = {Springer International Publishing}, year = {2013}, volume = {227}, pages = {155-169} } |
Hopfe CJ, Emmerich MT, Marijt R and Hensen J (2012), "Robust multi-criteria design optimisation in building design" , pp. 19-26. IBPSA-England, 2012.
[BibTeX] |
BibTeX:
@inproceedings{HEMH2012, author = {Hopfe, Christina J and Emmerich, Michael TM and Marijt, Robert and Hensen, Jan}, title = {Robust multi-criteria design optimisation in building design}, publisher = {IBPSA-England, 2012}, year = {2012}, pages = {19-26} } |
Hofmeyer H and Emmerich MT (2016), "Multicriteria Building Spatial Design with Mixed Integer Evolutionary Algorithms", In Parallel Problem Solving from Nature--PPSN XIV: 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. Vol. 9921, pp. 453.
[BibTeX] |
BibTeX:
@inproceedings{hofmeyer2016multicriteria, author = {Hofmeyer, Herm and Emmerich, Michael TM}, title = {Multicriteria Building Spatial Design with Mixed Integer Evolutionary Algorithms}, booktitle = {Parallel Problem Solving from Nature--PPSN XIV: 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings}, year = {2016}, volume = {9921}, pages = {453} } |
Jakumeit J and Emmerich M (2004), "Optimization of a gas turbine blade casting using evolution strategies and kriging", In Proc.~Int'l Conf.~Bioinspired Optimization Methods and Their Applications (BIOMA'04). Ljubljana, Slovenia , pp. 95-104. Jozef Stefan Institute.
[BibTeX] |
BibTeX:
@inproceedings{JE2004, author = {Jürgen Jakumeit and Michael Emmerich}, editor = {B.~Filipic and J.~Silc}, title = {Optimization of a gas turbine blade casting using evolution strategies and kriging}, booktitle = {Proc.~Int'l Conf.~Bioinspired Optimization Methods and Their Applications (BIOMA'04)}, publisher = {Jozef Stefan Institute}, year = {2004}, pages = {95--104} } |
Jakumeit J, Emmerich M and Hediger F (2006), "Inverse modeling and numerical optimization of heater temperatures in a bridgman process", In Modeling of Casting, Welding and Advanced Solidification Processes XI (MCWASP Conference). Opio, France, Sunday, May 28, 2006, 2006. Vol. 2, pp. 1019-1026. Curran Associates, Inc..
[BibTeX] |
BibTeX:
@inproceedings{JEH2006, author = {J. Jakumeit and M. Emmerich and F. Hediger}, title = {Inverse modeling and numerical optimization of heater temperatures in a bridgman process}, booktitle = {Modeling of Casting, Welding and Advanced Solidification Processes XI (MCWASP Conference)}, publisher = {Curran Associates, Inc.}, year = {2006}, volume = {2}, pages = {1019-1026} } |
Kruisselbrink JW, Aleman A, Emmerich MT, IJzerman AP, Bender A, Bäck T and van der Horst E (2009), "Enhancing search space diversity in multi-objective evolutionary drug molecule design using niching", In GECCO '09: Proceedings of the 11th Annual conference on Genetic and evolutionary computation. New York, NY, USA , pp. 217-224. ACM. |
BibTeX:
@inproceedings{KAE+2009, author = {Kruisselbrink, Johannes W. and Aleman, Alexander and Emmerich, Michael T.M. and IJzerman, Ad P. and Bender, Andreas and Bäck, Thomas and van der Horst, Eelke}, title = {Enhancing search space diversity in multi-objective evolutionary drug molecule design using niching}, booktitle = {GECCO '09: Proceedings of the 11th Annual conference on Genetic and evolutionary computation}, publisher = {ACM}, year = {2009}, pages = {217--224}, doi = {10.1145/1569901.1569932} } |
Keizer MJ, Bergen MJV and Emmerich MT (2013), "An interactive web-based database application for collaborative collection, storage and retrieval of data on volcanic lakes", In IAVCEI 2013 - Scientific Assembly of the International Association of Volcanology and Chemistry of the Earth's Interior, International Conference, 20-24 July, Kagoshima, Japan., July, 2013.
[BibTeX] |
BibTeX:
@inproceedings{KBE2013, author = {Martijn J Keizer and Manfred J Van Bergen and Michael T.M. Emmerich}, title = {An interactive web-based database application for collaborative collection, storage and retrieval of data on volcanic lakes}, booktitle = {IAVCEI 2013 - Scientific Assembly of the International Association of Volcanology and Chemistry of the Earth's Interior, International Conference, 20-24 July, Kagoshima, Japan}, year = {2013} } |
Kruisselbrink JW, Emmerich MTM, Bäck T, Bender A, IJzerman AP and Horst E (2009), "Combining Aggregation with Pareto Optimization: A Case Study in Evolutionary Molecular Design", In Evolutionary Multi-Criterion Optimization. Vol. 5467, pp. 453-467. Springer Berlin Heidelberg.
[BibTeX] |
BibTeX:
@incollection{KEB+2009, author = {Kruisselbrink, Johannes W. and Emmerich, Michael T. M. and Bäck, Thomas and Bender, Andreas and IJzerman, Ad P. and Horst, Eelke}, editor = {Ehrgott, Matthias and Fonseca, Carlos M. and Gandibleux, Xavier and Hao, Jin-Kao and Sevaux, Marc}, title = {Combining Aggregation with Pareto Optimization: A Case Study in Evolutionary Molecular Design}, booktitle = {Evolutionary Multi-Criterion Optimization}, publisher = {Springer Berlin Heidelberg}, year = {2009}, volume = {5467}, pages = {453-467} } |
Kruisselbrink JW, Emmerich MTM and Bäck TH (2009), "On the limitations of adaptive resampling in using the student's t-test evolution strategies", In GECCO '09: Proceedings of the 11th annual conference companion on Genetic and evolutionary computation conference. New York, NY, USA , pp. 2649-2656. ACM. |
BibTeX:
@inproceedings{KEB2009, author = {Kruisselbrink, Johannes W. and Emmerich, Michael T. M. and Bäck, Thomas H.W.}, title = {On the limitations of adaptive resampling in using the student's t-test evolution strategies}, booktitle = {GECCO '09: Proceedings of the 11th annual conference companion on Genetic and evolutionary computation conference}, publisher = {ACM}, year = {2009}, pages = {2649--2656}, doi = {10.1145/1570256.1570376} } |
Kruisselbrink JW, Emmerich MT and Bäck T (2010), "An Archive Maintenance Scheme for Finding Robust Solutions", In Parallel Problem Solving from Nature (PPSN XI). , pp. 214-223. Springer-Verlag. |
BibTeX:
@inproceedings{KEB2010, author = {Johannes W. Kruisselbrink and Michael T.M. Emmerich and Thomas Bäck}, title = {An Archive Maintenance Scheme for Finding Robust Solutions}, booktitle = {Parallel Problem Solving from Nature (PPSN XI)}, publisher = {Springer-Verlag}, year = {2010}, pages = {214-223}, doi = {10.1007/978-3-642-15844-5_22} } |
Klinkenberg J, Emmerich M, Deutz A, Shir O and Bäck T (2008), "A Reduced-Cost SMS-EMOA using Kriging, Self-Adaptation, and Parallelization", In Conference on Multicriteria Decision Making 2008.
[BibTeX] |
BibTeX:
@inproceedings{KED+2008, author = {J.W. Klinkenberg and M.T.M. Emmerich and A.H. Deutz and O.M. Shir and T. Bäck}, title = {A Reduced-Cost SMS-EMOA using Kriging, Self-Adaptation, and Parallelization}, booktitle = {Conference on Multicriteria Decision Making 2008}, year = {2008} } |
Kruisselbrink JW, Emmerich MT, Deutz AH and Bäck T (2010), "A Robust Optimization Approach using Kriging Metamodels for Robustness Approximation in the CMA-ES", In IEEE Congress on Evolutionary Computation (CEC 2010). Piscataway, NY , pp. 1-8. IEEE International Society. |
BibTeX:
@inproceedings{KEDB2010, author = {Johannes W. Kruisselbrink and Michael T.M. Emmerich and André H. Deutz and Thomas Bäck}, title = {A Robust Optimization Approach using Kriging Metamodels for Robustness Approximation in the CMA-ES}, booktitle = {IEEE Congress on Evolutionary Computation (CEC 2010)}, publisher = {IEEE International Society}, year = {2010}, pages = {1-8}, doi = {10.1109/CEC.2010.5586235} } |
Kruisselbrink JW, Emmerich M, Deutz AH and Bäck T (2010), "Exploiting Overlap When Searching for Robust Optima", In Parallel Problem Solving from Nature (PPSN XI). , pp. 63-72. Springer-Verlag.
[BibTeX] |
BibTeX:
@inproceedings{KEDB2010a, author = {Johannes W. Kruisselbrink and M.T.M. Emmerich and André H. Deutz and Thomas Bäck}, title = {Exploiting Overlap When Searching for Robust Optima}, booktitle = {Parallel Problem Solving from Nature (PPSN XI)}, publisher = {Springer-Verlag}, year = {2010}, pages = {63-72} } |
Kruisselbrink J, Reehuis E, Deutz A, Bäck T and Emmerich M (2011), "Using the Uncertainty Handling CMA-ES for Finding Robust Optima", In 13th Annual Conference on Genetic and Evolutionary Computation, GECCO'11. , pp. 877-884. ACM Press.
[BibTeX] |
BibTeX:
@inproceedings{KRD+2011, author = {Johannes Kruisselbrink and Edgar Reehuis and André Deutz and Thomas Bäck and Michael Emmerich}, editor = {N. Krasnogor et al.}, title = {Using the Uncertainty Handling CMA-ES for Finding Robust Optima}, booktitle = {13th Annual Conference on Genetic and Evolutionary Computation, GECCO'11}, publisher = {ACM Press}, year = {2011}, pages = {877--884} } |
Li R, Emmerich M, Bovenkamp EG, Eggermont J, Bäck T, Dijkstra J and Reiber JH (2006), "Mixed-Integer Evolution Strategies and Their Application to Intravascular Ultrasound Image Analysis.", In EvoWorkshops. , pp. 415-426. |
BibTeX:
@inproceedings{LEB+2006, author = {Rui Li and Michael Emmerich and Ernst G. Bovenkamp and Jeroen Eggermont and Thomas Bäck and Jouke Dijkstra and Johan H. Reiber}, title = {Mixed-Integer Evolution Strategies and Their Application to Intravascular Ultrasound Image Analysis.}, booktitle = {EvoWorkshops}, year = {2006}, pages = {415-426}, doi = {10.1007/11732242_37} } |
Li R, Emmerich M, Bäck T, Bovenkamp E, Eggermont J, Dijkstra J and Reiber J (2006), "Optimizing Parameters of Intravascular Ultrasound Image Analysis Systems using Mixed-Integer Evolution Strategies" , pp. 283-284. IP-CC Press.
[BibTeX] |
BibTeX:
@inproceedings{LEB+2006b, author = {R. Li and M.T.M. Emmerich and Th. Bäck and E.G.P. Bovenkamp and J. Eggermont and J. Dijkstra and J.H.C. Reiber}, editor = {I.C. Parmee}, title = {Optimizing Parameters of Intravascular Ultrasound Image Analysis Systems using Mixed-Integer Evolution Strategies}, publisher = {IP-CC Press}, year = {2006}, pages = {283-284} } |
Li R, Emmerich MT, Eggermont J, Bovenkamp EG, Bäck T, Dijkstra J and Reiber JH (2006), "Mixed-Integer NK Landscapes.", In PPSN. , pp. 42-51. |
BibTeX:
@inproceedings{LEE+2006, author = {Rui Li and Michael T. Emmerich and Jeroen Eggermont and Ernst G. Bovenkamp and Thomas Bäck and Jouke Dijkstra and Johan H. Reiber}, title = {Mixed-Integer NK Landscapes.}, booktitle = {PPSN}, year = {2006}, pages = {42-51}, doi = {10.1007/11844297_5} } |
Li R, Emmerich M, Eggermont J, Bovenkamp E, Bäck T, Dijkstra J and Reiber J (2006), "Mixed-Integer Optimization of Coronary Vessel Image Analysis using Evolution Strategies", In GECCO '06: Proceedings of the 8th annual conference on Genetic and evolutionary computation. Seattle, WA, USA , pp. 1645-1652.
[BibTeX] |
BibTeX:
@inproceedings{LEE+2006a, author = {R. Li and M.T.M. Emmerich and J. Eggermont and E.G.P. Bovenkamp and Th. Bäck and J. Dijkstra and J.H.C. Reiber}, editor = {M. Keijzer et al.}, title = {Mixed-Integer Optimization of Coronary Vessel Image Analysis using Evolution Strategies}, booktitle = {GECCO '06: Proceedings of the 8th annual conference on Genetic and evolutionary computation}, year = {2006}, pages = {1645-1652} } |
Li R, Emmerich M, Eggermont J, Bovenkamp E, Bäck T, Dijkstra J and Reiber J (2008), "Metamodel-assisted mixed integer evolution strategies and their application to intravascular ultrasound image analysis", In Proceedings of IEEE-CEC 2008. , pp. 2764-2771. IEEE Press. |
BibTeX:
@inproceedings{LEE+2008, author = {Li, R. and Emmerich, M.T.M. and Eggermont, J. and Bovenkamp, E.G.P. and Bäck, T. and Dijkstra, J. and Reiber, J.H.C.}, title = {Metamodel-assisted mixed integer evolution strategies and their application to intravascular ultrasound image analysis}, booktitle = {Proceedings of IEEE-CEC 2008}, publisher = {IEEE Press}, year = {2008}, pages = {2764-2771}, doi = {10.1109/CEC.2008.4631169} } |
Li R, Emmerich MT, Eggermont J, Bovenkamp E, Bäck T, Dijkstra J and Reiber JH (2009), "Optimizing a Medical Image Analysis System Using Mixed-Integer Evolution Strategies", In Evolutionary Image Analysis and Signal Processing. Vol. 213, pp. 91-112. Springer Berlin Heidelberg.
[BibTeX] |
BibTeX:
@incollection{LEE+2009, author = {Li, Rui and Emmerich, Michael T.M. and Eggermont, Jeroen and Bovenkamp, ErnstG.P. and Bäck, Thomas and Dijkstra, Jouke and Reiber, Johan H.C.}, editor = {Cagnoni, Stefano}, title = {Optimizing a Medical Image Analysis System Using Mixed-Integer Evolution Strategies}, booktitle = {Evolutionary Image Analysis and Signal Processing}, publisher = {Springer Berlin Heidelberg}, year = {2009}, volume = {213}, pages = {91-112} } |
Li R, Emmerich M, Eggermont J, Bäck T, Schütz M, Dijkstra J and Reiber J (2013), "Mixed Integer Evolution Strategies for Parameter Optimization", Evolutionary Computation. Vol. 21(1), pp. 29-64. MIT Press.
[BibTeX] |
BibTeX:
@article{LEE+2013, author = {R. Li and M.T.M. Emmerich and J. Eggermont and Th. Bäck and M. Schütz and J. Dijkstra and J.H.C. Reiber}, title = {Mixed Integer Evolution Strategies for Parameter Optimization}, journal = {Evolutionary Computation}, publisher = {MIT Press}, year = {2013}, volume = {21}, number = {1}, pages = {29--64} } |
Li R, Etemaadi R, Emmerich MT and Chaudron MRV (2011), "An evolutionary multiobjective optimization approach to component-based software architecture design", In IEEE Congress on Evolutionary Computation, CEC 2011, New Orleans, LA, USA, 5-8 June, 2011. , pp. 432-439. IEEE.
[BibTeX] |
BibTeX:
@inproceedings{LEEC2011, author = {Rui Li and Ramin Etemaadi and Michael T. Emmerich and Michel R. V. Chaudron}, title = {An evolutionary multiobjective optimization approach to component-based software architecture design}, booktitle = {IEEE Congress on Evolutionary Computation, CEC 2011, New Orleans, LA, USA, 5-8 June, 2011}, publisher = {IEEE}, year = {2011}, pages = {432--439} } |
Li R, Etemaadi R, Emmerich MT and Chaudron MR (2011), "Automated Design of Software Architectures for Embedded Systems using Evolutionary Multiobjective Optimization.", In Proc. of the VII ALIO/EURO – Workshop on Applied Combinatorial Optimization, Porto, Portugal, May 4 - 6, 2011.
[BibTeX] |
BibTeX:
@inproceedings{LEEC2011a, author = {Rui Li and Rahmin Etemaadi and Michael T. Emmerich and Michel R. Chaudron}, title = {Automated Design of Software Architectures for Embedded Systems using Evolutionary Multiobjective Optimization.}, booktitle = {Proc. of the VII ALIO/EURO – Workshop on Applied Combinatorial Optimization, Porto, Portugal, May 4 - 6, 2011}, year = {2011} } |
Li R, Eggermont J, Shir OM, Emmerich MT, Bäck T, Dijkstra J and Reiber JH (2008), "Mixed-Integer Evolution Strategies with Dynamic Niching", In PPSN. , pp. 246-255. |
BibTeX:
@inproceedings{LES+2008, author = {Rui Li and Jeroen Eggermont and Ofer M. Shir and Michael T. Emmerich and Thomas Bäck and Jouke Dijkstra and Johan H. Reiber}, title = {Mixed-Integer Evolution Strategies with Dynamic Niching}, booktitle = {PPSN}, year = {2008}, pages = {246-255}, doi = {10.1007/978-3-540-87700-4_25} } |
Leuven J, Emmerich M, Reehuis E and Back T (2015), "User-derived mutation in highly constrained Truck Loading Optimization", In Evolutionary Computation (CEC), 2015 IEEE Congress on. , pp. 235-242.
[BibTeX] |
BibTeX:
@inproceedings{leuven2015user, author = {Leuven, Joost and Emmerich, Michael and Reehuis, Edgar and Back, Thomas}, title = {User-derived mutation in highly constrained Truck Loading Optimization}, booktitle = {Evolutionary Computation (CEC), 2015 IEEE Congress on}, year = {2015}, pages = {235--242} } |
Li L, Yevseyeva I, Basto-Fernandes V, Trautmann H, Jing N and Emmerich M (2016), "An Ontology of Preference-Based Multiobjective Evolutionary Algorithms", arXiv preprint arXiv:1609.08082.
[BibTeX] |
BibTeX:
@article{li2016ontology, author = {Li, Longmei and Yevseyeva, Iryna and Basto-Fernandes, Vitor and Trautmann, Heike and Jing, Ning and Emmerich, Michael}, title = {An Ontology of Preference-Based Multiobjective Evolutionary Algorithms}, journal = {arXiv preprint arXiv:1609.08082}, year = {2016} } |
Li L, Yevseyeva I, Basto-Fernandes V, Trautmann H, Jing N and Emmerich M (2017), "Building and Using an Ontology of Preference-Based Multiobjective Evolutionary Algorithms", In International Conference on Evolutionary Multi-Criterion Optimization. , pp. 406-421.
[BibTeX] |
BibTeX:
@inproceedings{li2017building, author = {Li, Longmei and Yevseyeva, Iryna and Basto-Fernandes, Vitor and Trautmann, Heike and Jing, Ning and Emmerich, Michael}, title = {Building and Using an Ontology of Preference-Based Multiobjective Evolutionary Algorithms}, booktitle = {International Conference on Evolutionary Multi-Criterion Optimization}, year = {2017}, pages = {406--421} } |
Maulana A, Jiang Z, Liu J, Baeck T and Emmerich M (2015), "Reducing Complexity in Many Objective Optimization Using Community Detection", In IEEE CEC Conference. , pp. 3140-3147. IEEE Pres.
[BibTeX] |
BibTeX:
@inproceedings{Maulana2015Reducing, author = {Asep Maulana and Zhongzhou Jiang and Jing Liu and Thomas Baeck and Michael Emmerich}, title = {Reducing Complexity in Many Objective Optimization Using Community Detection}, booktitle = {IEEE CEC Conference}, publisher = {IEEE Pres}, year = {2015}, pages = {3140-3147} } |
Naujoks B, Beume N and Emmerich M (2005), "Multi-objective optimisation using S-metric selection: Application to three-dimensional solution spaces", In Proc.~2005 Congress on Evolutionary Computation (CEC'05), Edinburgh, Scotland. Piscataway NJ Vol. 2, pp. 1282-1289. IEEE Press.
[BibTeX] |
BibTeX:
@inproceedings{NBE2005, author = {Boris Naujoks and Nicola Beume and Michael Emmerich}, editor = {B.~McKay and others}, title = {Multi-objective optimisation using S-metric selection: Application to three-dimensional solution spaces}, booktitle = {Proc.~2005 Congress on Evolutionary Computation (CEC'05), Edinburgh, Scotland}, publisher = {IEEE Press}, year = {2005}, volume = {2}, pages = {1282--1289} } |
Naujoks B, Beume N and Emmerich M (2005), "Metamodel-assisted SMS-EMOA applied to airfoil optimization tasks", In Proceedings of Evolutionary and Deterministic Methods for Design, Optimisation and Control with Applications to Industrial and Societal Problems EUROGEN'05 (CD-ROM). FLM, TU Munich.
[BibTeX] |
BibTeX:
@inproceedings{NBE2005a, author = {Boris Naujoks and Nicola Beume and Michael Emmerich}, editor = {R.~Schilling and W.~Haase and J.~Périaux and H.~Baier}, title = {Metamodel-assisted SMS-EMOA applied to airfoil optimization tasks}, booktitle = {Proceedings of Evolutionary and Deterministic Methods for Design, Optimisation and Control with Applications to Industrial and Societal Problems EUROGEN'05 (CD-ROM)}, publisher = {FLM, TU Munich}, year = {2005} } |
Nezhinsky A and Emmerich MT (2015), "Parameter Identification of Stochastic Gene Regulation Models by Indicator-based Evolutionary Level Set Approximation", In Proceedings of International Conference EVOLVE 2015, Iasi, Romania, June 2015. Springer, LNCAI (in print).
[BibTeX] |
BibTeX:
@inproceedings{NE2015, author = {Alexander Nezhinsky and Michael T.M. Emmerich}, title = {Parameter Identification of Stochastic Gene Regulation Models by Indicator-based Evolutionary Level Set Approximation}, booktitle = {Proceedings of International Conference EVOLVE 2015, Iasi, Romania, June 2015}, publisher = {Springer, LNCAI (in print)}, year = {2015} } |
Preuss M, Schönemann L and Emmerich M (2005), "Counteracting genetic drift and disruptive recombination in (mu plus/minus lambda)-EA on multimodal fitness landscapes", In Proc.~Genetic and Evolutionary Computation Conf.~(GECCO~2005), Washington D.C.. New York Vol. 1, pp. 865-872. ACM Press.
[BibTeX] |
BibTeX:
@inproceedings{PSE2005, author = {Mike Preuss and Lutz Schönemann and Michael Emmerich}, editor = {H.-G.~Beyer and others}, title = {Counteracting genetic drift and disruptive recombination in (mu plus/minus lambda)-EA on multimodal fitness landscapes}, booktitle = {Proc.~Genetic and Evolutionary Computation Conf.~(GECCO~2005), Washington D.C.}, publisher = {ACM Press}, year = {2005}, volume = {1}, pages = {865--872} } |
Emmerich MT, Deutz A and Kruisselbrink JW (2013), "On Quality Indicators for Black-Box Level Set Approximation", In EVOLVE- A Bridge between Probability, Set Oriented Numerics and Evolutionary Computation. Vol. 447, pp. 157-185. Springer Berlin Heidelberg. |
BibTeX:
@incollection{raey, author = {Emmerich, Michael T.M. and Deutz, André. and Kruisselbrink, Johannes W.}, editor = {Tantar, Emilia and Tantar, Alexandru-Adrian and Bouvry, Pascal and Del Moral, Pierre and Legrand, Pierrick and Coello Coello, Carlos A. and Schütze, Oliver}, title = {On Quality Indicators for Black-Box Level Set Approximation}, booktitle = {EVOLVE- A Bridge between Probability, Set Oriented Numerics and Evolutionary Computation}, publisher = {Springer Berlin Heidelberg}, year = {2013}, volume = {447}, pages = {157-185}, url = {http://dx.doi.org/10.1007/978-3-642-32726-1_4}, doi = {10.1007/978-3-642-32726-1_4} } |
Reehuis E, Kruisselbrink J, Deutz A, Bäck T and Emmerich M (2011), "Multiobjective Optimization of Water Distribution Networks Using SMS-EMOA", In 2011 International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Societal Problems, EUROGEN 2011. , pp. 269-279. CIRA.
[BibTeX] |
BibTeX:
@inproceedings{RKD+2011, author = {Edgar Reehuis and Johannes Kruisselbrink and André Deutz and Thomas Bäck and Michael Emmerich}, editor = {C. Poloni and D. Quagliarella and J. Périaux and N. Gauger and K. Giannakoglou}, title = {Multiobjective Optimization of Water Distribution Networks Using SMS-EMOA}, booktitle = {2011 International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Societal Problems, EUROGEN 2011}, publisher = {CIRA}, year = {2011}, pages = {269--279} } |
Reehuis E, Olhofer M, Emmerich M, Sendhoff B and Bäck T (2013), "Novelty and Interestingness Measures for Design-space Exploration", In 15th Annual Conference on Genetic and Evolutionary Computation, GECCO'13. , pp. 1541-1548. ACM Press.
[BibTeX] |
BibTeX:
@inproceedings{ROE+2013, author = {Edgar Reehuis and Markus Olhofer and Michael Emmerich and Bernhard Sendhoff and Thomas Bäck}, editor = {C.~Blum et al.}, title = {Novelty and Interestingness Measures for Design-space Exploration}, booktitle = {15th Annual Conference on Genetic and Evolutionary Computation, GECCO'13}, publisher = {ACM Press}, year = {2013}, pages = {1541--1548} } |
Shir OM, Emmerich M and Bäck T (2007), "Self-Adaptive Niching CMA-ES with Mahalanobis Metric", In 2007 IEEE Congress on Evolutionary Computation (CEC). , pp. 820-827. IEEE Computational Intelligence Society.
[BibTeX] |
BibTeX:
@inproceedings{SEB2007, author = {Ofer M. Shir and Michael Emmerich and Thomas Bäck}, title = {Self-Adaptive Niching CMA-ES with Mahalanobis Metric}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC)}, publisher = {IEEE Computational Intelligence Society}, year = {2007}, pages = {820--827} } |
Shir OM, Emmerich M and Bäck T (2010), "Adaptive Niche Radii and Niche Shapes Approaches for Niching with the CMA-ES", Evolutionary Computation. Vol. 18(1), pp. 97-126.
[BibTeX] |
BibTeX:
@article{SEB2010, author = {Ofer M. Shir and Michael Emmerich and Thomas Bäck}, title = {Adaptive Niche Radii and Niche Shapes Approaches for Niching with the CMA-ES}, journal = {Evolutionary Computation}, year = {2010}, volume = {18}, number = {1}, pages = {97-126} } |
Shir OM, Emmerich M, Bäck T and Vrakking MJ (2007), "The Application of Evolutionary Multi-Criteria Optimization to Dynamic Molecular Alignment", In 2007 IEEE Congress on Evolutionary Computation (CEC). Piscataway, NY , pp. 4108-4115. IEEE Computational Intelligence Society.
[BibTeX] |
BibTeX:
@inproceedings{SEBV2007, author = {Ofer M. Shir and Michael Emmerich and Thomas Bäck and Marc J.J. Vrakking}, editor = {IEEE Press}, title = {The Application of Evolutionary Multi-Criteria Optimization to Dynamic Molecular Alignment}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC)}, publisher = {IEEE Computational Intelligence Society}, year = {2007}, pages = {4108--4115} } |
Shir OM, Emmerich M, Bäck T and Vrakking MJ (2007), "Conceptual Designs in Laser Pulse Shaping Obtained by Niching in Evolution Strategies", In Proceedings of evolutionary methods for design, optimization and control (EUROGEN 2007). CIMNE, Barcelona, Spain , pp. CDROM.
[BibTeX] |
BibTeX:
@inproceedings{SEBV2007a, author = {Ofer M. Shir and Michael Emmerich and Thomas Bäck and Marc J.J. Vrakking}, editor = {P. Neittaanmäki, J. Périaux and T. Tuovinen (Eds.)}, title = {Conceptual Designs in Laser Pulse Shaping Obtained by Niching in Evolution Strategies}, booktitle = {Proceedings of evolutionary methods for design, optimization and control (EUROGEN 2007)}, year = {2007}, pages = {CDROM} } |
Shukla PK, Emmerich M and Deutz AH (2013), "A Theoretical Analysis of Curvature Based Preference Models", In EMO. Vol. 7811, pp. 367-382. Springer.
[BibTeX] |
BibTeX:
@inproceedings{SED2013, author = {Pradyumn Kumar Shukla and Michael Emmerich and André H. Deutz}, editor = {Robin C. Purshouse and Peter J. Fleming and Carlos M. Fonseca and Salvatore Greco and Jane Shaw}, title = {A Theoretical Analysis of Curvature Based Preference Models}, booktitle = {EMO}, publisher = {Springer}, year = {2013}, volume = {7811}, pages = {367-382} } |
Sella L, Emmerich M and Hille S (2011), "Simulations of Signaling Networks in B. Subtilis.", In 8th European Conference on Mathematical and Theoretical Biology and Annual Meeting of the Society for Mathematical Biology Krakow. Krakow, June 28 - July, 2011. , pp. 881-882.
[BibTeX] |
BibTeX:
@inproceedings{SEH2011, author = {Lorenzo Sella and Michael Emmerich and Sander Hille}, title = {Simulations of Signaling Networks in B. Subtilis.}, booktitle = {8th European Conference on Mathematical and Theoretical Biology and Annual Meeting of the Society for Mathematical Biology Krakow}, year = {2011}, pages = {881-882} } |
Schönemann L, Emmerich M and Preuss M (2004), "On the extiction of sub-populations on multimodal landscapes", In Proc.~Int'l Conf.~Bioinspired Optimization Methods and Their Applications (BIOMA'04). Ljubljana, Slovenia , pp. 31-40. Jozef Stefan Institute.
[BibTeX] |
BibTeX:
@inproceedings{SEP2004, author = {Lutz Schönemann and Michael Emmerich and Mike Preuss}, editor = {B.~Filipic and J.~Silc}, title = {On the extiction of sub-populations on multimodal landscapes}, booktitle = {Proc.~Int'l Conf.~Bioinspired Optimization Methods and Their Applications (BIOMA'04)}, publisher = {Jozef Stefan Institute}, year = {2004}, pages = {31--40} } |
Schönemann L, Emmerich M and Preuss M (2004), "On the extinction of evolutionary algorithm subpopulations on multimodal landscapes", Informatica (Sl). Vol. 28(4), pp. 345-351.
[BibTeX] |
BibTeX:
@article{SEP2004a, author = {Lutz Schönemann and Michael Emmerich and Mike Preuss}, title = {On the extinction of evolutionary algorithm subpopulations on multimodal landscapes}, journal = {Informatica (Sl)}, year = {2004}, volume = {28}, number = {4}, pages = {345--351} } |
Sequeira FR, Frantz RZ, Yevseyeva I, Emmerich MT and Basto-Fernandes V (2015), "An EAI Based Integration Solution for Science and Research Outcomes Information Management", Procedia Computer Science. Vol. 64, pp. 894-901. Elsevier.
[BibTeX] |
BibTeX:
@article{sequeira2015eai, author = {Sequeira, Fernando Rosa and Frantz, Rafael Z and Yevseyeva, Iryna and Emmerich, Michael TM and Basto-Fernandes, Vitor}, title = {An EAI Based Integration Solution for Science and Research Outcomes Information Management}, journal = {Procedia Computer Science}, publisher = {Elsevier}, year = {2015}, volume = {64}, pages = {894--901} } |
Stein B, Emmerich M and Yang Z (2013), "Fitness Landscape Analysis of NK Landscapes and Vehicle Routing Problems by Expanded Barrier Trees", In EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV. Vol. 227, pp. 75-89. Springer International Publishing.
[BibTeX] |
BibTeX:
@inproceedings{SEY2013, author = {Stein, Bas and Emmerich, Michael and Yang, Zhiwei}, editor = {Emmerich, Michael and Deutz, Andre and Schütze, Oliver and Bäck, Thomas and Tantar, Emilia and Tantar, Alexandru-Adrian and Moral, Pierre Del and Legrand, Pierrick and Bouvry, Pascal and Coello, Carlos A.}, title = {Fitness Landscape Analysis of NK Landscapes and Vehicle Routing Problems by Expanded Barrier Trees}, booktitle = {EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV}, publisher = {Springer International Publishing}, year = {2013}, volume = {227}, pages = {75-89} } |
Sosa Hernandez VA, Schütze O and Emmerich M (2014), "Hypervolume Maximization via Set Based Newton’s Method", In EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V. Vol. 288, pp. 15-28. Springer International Publishing. |
BibTeX:
@incollection{SHSE2014, author = {Sosa Hernandez, Victor Adrian and Schütze, Oliver and Emmerich, Michael}, editor = {Tantar, Alexandru-Adrian and Tantar, Emilia and Sun, Jian-Qiao and Zhang, Wei and Ding, Qian and Schütze, Oliver and Emmerich, Michael and Legrand, Pierrick and Del Moral, Pierre and Coello Coello, Carlos A.}, title = {Hypervolume Maximization via Set Based Newton’s Method}, booktitle = {EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V}, publisher = {Springer International Publishing}, year = {2014}, volume = {288}, pages = {15-28}, url = {http://dx.doi.org/10.1007/978-3-319-07494-8_2}, doi = {10.1007/978-3-319-07494-8_2} } |
Shir OM, Preuss M, Naujoks B and Emmerich MTM (2009), "Enhancing Decision Space Diversity in Evolutionary Multiobjective Algorithms", In EMO. Vol. 5467, pp. 95-109. Springer.
[BibTeX] |
BibTeX:
@inproceedings{SPNE2009, author = {Ofer M. Shir and Mike Preuss and Boris Naujoks and Michael T. M. Emmerich}, editor = {Matthias Ehrgott and Carlos M. Fonseca and Xavier Gandibleux and Jin-Kao Hao and Marc Sevaux}, title = {Enhancing Decision Space Diversity in Evolutionary Multiobjective Algorithms}, booktitle = {EMO}, publisher = {Springer}, year = {2009}, volume = {5467}, pages = {95-109} } |
Sand G, Till J, Tometzki T, Urselmann M, Engell S and Emmerich M (2008), "Engineered versus standard evolutionary algorithms: A case study in batch scheduling with recourse", Computers & Chemical Engineering. Vol. 32(11), pp. 2706-2722.
[BibTeX] |
BibTeX:
@article{STT+2008, author = {Guido Sand and Jochen Till and Thomas Tometzki and Maren Urselmann and Sebastian Engell and Michael Emmerich}, title = {Engineered versus standard evolutionary algorithms: A case study in batch scheduling with recourse}, journal = {Computers & Chemical Engineering}, year = {2008}, volume = {32}, number = {11}, pages = {2706-2722} } |
Sand G, Till J, Tometzki T, Urselmann M, Emmerich M and Engell S (2008), "Evolutionäre Algorithmen zur Echtzeitoptimierung von Produktionsplänen für Chargenprozesse (Evolutionary Algorithms for the Online Optimization of Batch Production Schedules)", Automatisierungstechnik. Vol. 56(2), pp. 80-89.
[BibTeX] |
BibTeX:
@article{STT+2008a, author = {Guido Sand and Jochen Till and Thomas Tometzki and Maren Urselmann and Michael Emmerich and Sebastian Engell}, title = {Evolutionäre Algorithmen zur Echtzeitoptimierung von Produktionsplänen für Chargenprozesse (Evolutionary Algorithms for the Online Optimization of Batch Production Schedules)}, journal = {Automatisierungstechnik}, year = {2008}, volume = {56}, number = {2}, pages = {80-89} } |
Till J, Sand G, Engell S, Emmerich M and Schönemann L (2005), "A Hybrid Algorithm for Solving Two-stage Stochastic Integer Problems by Combining Evolutionary Algorithms and Mathematical Programming Methods", Computer-Aided Chemical Engineering (ESCAPE Suppl.). Vol. 20 A, pp. 187-192.
[BibTeX] |
BibTeX:
@article{TSE+2005, author = {Jochen Till and Guido Sand and Sebastian Engell and Michael Emmerich and Lutz Schönemann}, title = {A Hybrid Algorithm for Solving Two-stage Stochastic Integer Problems by Combining Evolutionary Algorithms and Mathematical Programming Methods}, journal = {Computer-Aided Chemical Engineering (ESCAPE Suppl.)}, year = {2005}, volume = {20 A}, pages = {187-192} } |
Urselmann M, Engell S, Foussette C, Bäck T, Janus T, Tlatlik S, Gottschalk A and Emmerich M (2015), "Designoptimierung thermischer Trennverfahren mit memetischen Algorithmen und Aspen Plus Prozessmodellen", Chemie Ingenieur Technik. Vol. 87(8), pp. 1060-1060. Wiley Online Library.
[BibTeX] |
BibTeX:
@article{UEF+2015, author = {Urselmann, M and Engell, S and Foussette, C and Bäck, T and Janus, T and Tlatlik, S and Gottschalk, A and Emmerich, MTM}, title = {Designoptimierung thermischer Trennverfahren mit memetischen Algorithmen und Aspen Plus Prozessmodellen}, journal = {Chemie Ingenieur Technik}, publisher = {Wiley Online Library}, year = {2015}, volume = {87}, number = {8}, pages = {1060--1060} } |
Urselmann M, Emmerich MT, Till J, Sand G and Engell S (2007), "Design of problem-specific EA/MIP hybrids: Two-stage stochastic integer programming applied to chemical batch scheduling", Engineering Optimization. Vol. 39, pp. 529-549.
[BibTeX] |
BibTeX:
@article{UET+2007, author = {Maren Urselmann and Michael T.M. Emmerich and Jochen Till and Guido Sand and Sebastian Engell}, title = {Design of problem-specific EA/MIP hybrids: Two-stage stochastic integer programming applied to chemical batch scheduling}, journal = {Engineering Optimization}, year = {2007}, volume = {39}, pages = {529-549} } |
Urselmann M, Engell S, Foussette C, Bäck T, Janus T, Tlatlik S, Gottschalk A and Emmerich M (2015), "Designoptimierung thermischer Trennverfahren mit memetischen Algorithmen und Aspen Plus Prozessmodellen", Chemie Ingenieur Technik. Vol. 87(8), pp. 1060-1060. WILEY-VCH Verlag.
[BibTeX] |
BibTeX:
@article{urselmann2015designoptimierung, author = {Urselmann, M and Engell, S and Foussette, C and Bäck, T and Janus, T and Tlatlik, S and Gottschalk, A and Emmerich, MTM}, title = {Designoptimierung thermischer Trennverfahren mit memetischen Algorithmen und Aspen Plus Prozessmodellen}, journal = {Chemie Ingenieur Technik}, publisher = {WILEY-VCH Verlag}, year = {2015}, volume = {87}, number = {8}, pages = {1060--1060} } |
van Stein B, Wang H, Kowalczyk W, Emmerich M and Bäck T (2016), "Fuzzy clustering for Optimally Weighted Cluster Kriging", In Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. , pp. 939-945.
[BibTeX] |
BibTeX:
@inproceedings{van2016fuzzy, author = {van Stein, Bas and Wang, Hao and Kowalczyk, Wojtek and Emmerich, Michael and Bäck, Thomas}, title = {Fuzzy clustering for Optimally Weighted Cluster Kriging}, booktitle = {Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on}, year = {2016}, pages = {939--945} } |
Vitor Basto-Fernandes Iryna Yevseyeva ME (2013), "A Survey of Diversity-Oriented Optimization", In EVOLVE 2013 - A Bridge Between Probability, Set Oriented Numerics, and Evolutionary Computation: Extended Abstract Proceedings. Leiden, The Netherlands, July, 2013. , pp. 101-109.
[BibTeX] |
BibTeX:
@inproceedings{VBas2013, author = {Vitor Basto-Fernandes, Iryna Yevseyeva, Michael Emmerich}, editor = {Michael Emmerich and André Deutz}, title = {A Survey of Diversity-Oriented Optimization}, booktitle = {EVOLVE 2013 - A Bridge Between Probability, Set Oriented Numerics, and Evolutionary Computation: Extended Abstract Proceedings}, year = {2013}, pages = {101-109} } |
Van Der Horst E, Marqués-Gallego P, Mulder-Krieger T, Van Veldhoven J, Kruisselbrink J, Aleman A, Emmerich MTM, Brussee J, Bender A and IJzerman AP (2012), "Multi-Objective Evolutionary Design of Adenosine Receptor Ligands.", Journal of Chemical Information and Modeling. Vol. 52(7), pp. 1713-1721. |
BibTeX:
@article{VDHMM+2012, author = {Van Der Horst, Eelke and Marqués-Gallego, Patricia and Mulder-Krieger, Thea and Van Veldhoven, Jacobus and Kruisselbrink, Johannes and Aleman, Alexander and Emmerich, Michael T M and Brussee, Johannes and Bender, Andreas and IJzerman, Adriaan P}, title = {Multi-Objective Evolutionary Design of Adenosine Receptor Ligands.}, journal = {Journal of Chemical Information and Modeling}, year = {2012}, volume = {52}, number = {7}, pages = {1713--1721}, url = {http://www.ncbi.nlm.nih.gov/pubmed/22647079} } |
van der Horst E, Peironcely JE, IJzerman AP, Beukers MW, Lane JR, van Vlijmen HW, Emmerich MT, Okuno Y and Bender A (2010), "A novel chemogenomics analysis of G protein-coupled receptors (GPCRs) and their ligands: a potential strategy for receptor de-orphanization", BMC Bioinformatics. Vol. 11, pp. 316.
[BibTeX] |
BibTeX:
@article{vdHPI+2010, author = {Eelke van der Horst and Julio E. Peironcely and Adriaan P. IJzerman and Margot W. Beukers and Jonathan R. Lane and Herman W. van Vlijmen and Michael T. Emmerich and Yasushi Okuno and Andreas Bender}, title = {A novel chemogenomics analysis of G protein-coupled receptors (GPCRs) and their ligands: a potential strategy for receptor de-orphanization}, journal = {BMC Bioinformatics}, year = {2010}, volume = {11}, pages = {316} } |
v. d. Kuijl A, Emmerich MTM and Li H (2008), "A Novel Multi-objective Optimization Scheme for Grid Resource Allocation", In Proceedings of the 6th International Workshop on Middleware for Grid Computing. New York, NY, USA , pp. 7:1-7:6. ACM. |
BibTeX:
@inproceedings{vdKEL2008, author = {v. d. Kuijl, Alexander and Emmerich, Michael T. M. and Li, Hui}, title = {A Novel Multi-objective Optimization Scheme for Grid Resource Allocation}, booktitle = {Proceedings of the 6th International Workshop on Middleware for Grid Computing}, publisher = {ACM}, year = {2008}, pages = {7:1--7:6}, url = {http://doi.acm.org/10.1145/1462704.1462711}, doi = {10.1145/1462704.1462711} } |
v. d. Kuijl A, Emmerich MT and Li H (2010), "A robust multi-objective resource allocation scheme incorporating uncertainty and service differentiation", Concurrency and Computation: Practice and Experience. Vol. 22(3), pp. 314-328.
[BibTeX] |
BibTeX:
@article{vdKEL2010, author = {Alexander v. d. Kuijl and Michael T. Emmerich and Hui Li}, title = {A robust multi-objective resource allocation scheme incorporating uncertainty and service differentiation}, journal = {Concurrency and Computation: Practice and Experience}, year = {2010}, volume = {22}, number = {3}, pages = {314-328} } |
Varcol MC and Emmerich M (2005), "Metamodel-assisted evolution strategies applied in electromagnetics", In Proceedings EUROGEN'05 (CD-ROM). FLM, TU Munich.
[BibTeX] |
BibTeX:
@inproceedings{VE2005, author = {Mihai.~C.~Varcol and Michael Emmerich}, editor = {R.~Schilling and W.~Haase and J.~Périaux and H.~Baier}, title = {Metamodel-assisted evolution strategies applied in electromagnetics}, booktitle = {Proceedings EUROGEN'05 (CD-ROM)}, publisher = {FLM, TU Munich}, year = {2005} } |
Veen B, Emmerich M, Yang Z, Bäck T and Kok J (2013), "Ant Colony Algorithms for the Dynamic Vehicle Routing Problem with Time Windows", In Natural and Artificial Computation in Engineering and Medical Applications. Vol. 7931, pp. 1-10. Springer Berlin Heidelberg.
[BibTeX] |
BibTeX:
@inproceedings{VEY+2013, author = {Veen, Barry and Emmerich, Michael and Yang, Zhiwei and Bäck, Thomas and Kok, Joost}, editor = {Ferrandez Vicente et al.}, title = {Ant Colony Algorithms for the Dynamic Vehicle Routing Problem with Time Windows}, booktitle = {Natural and Artificial Computation in Engineering and Medical Applications}, publisher = {Springer Berlin Heidelberg}, year = {2013}, volume = {7931}, pages = {1-10} } |
Wang P, Emmerich M, Li R, Tang K, Back T and Yao X (2015), "Convex Hull-Based Multiobjective Genetic Programming for Maximizing Receiver Operating Characteristic Performance", Evolutionary Computation, IEEE Transactions on. Vol. 19(2), pp. 188-200. IEEE.
[BibTeX] |
BibTeX:
@article{wang2015convex, author = {Wang, Pu and Emmerich, Michael and Li, Rui and Tang, Ke and Back, Thomas and Yao, Xin}, title = {Convex Hull-Based Multiobjective Genetic Programming for Maximizing Receiver Operating Characteristic Performance}, journal = {Evolutionary Computation, IEEE Transactions on}, publisher = {IEEE}, year = {2015}, volume = {19}, number = {2}, pages = {188--200} } |
Wang H, Emmerich M and Back T (2016), "Balancing risk and expected gain in kriging-based global optimization", In Evolutionary Computation (CEC), 2016 IEEE Congress on. , pp. 719-727.
[BibTeX] |
BibTeX:
@inproceedings{wang2016balancing, author = {Wang, Hao and Emmerich, Michael and Back, Thomas}, title = {Balancing risk and expected gain in kriging-based global optimization}, booktitle = {Evolutionary Computation (CEC), 2016 IEEE Congress on}, year = {2016}, pages = {719--727} } |
Wang H, Ren Y, Deutz A and Emmerich M (2017), "On Steering Dominated Points in Hypervolume Indicator Gradient Ascent for Bi-Objective Optimization", In NEO 2015. , pp. 175-203. Springer International Publishing.
[BibTeX] |
BibTeX:
@incollection{wang2017steering, author = {Wang, Hao and Ren, Yiyi and Deutz, André and Emmerich, Michael}, title = {On Steering Dominated Points in Hypervolume Indicator Gradient Ascent for Bi-Objective Optimization}, booktitle = {NEO 2015}, publisher = {Springer International Publishing}, year = {2017}, pages = {175--203} } |
Wang H, Emmerich M and Bäck T (2014), "Mirrored orthogonal sampling with pairwise selection in evolution strategies", In Symposium on Applied Computing, SAC 2014, Gyeongju, Republic of Korea - March 24 - 28, 2014. , pp. 154-156. ACM.
[BibTeX] |
BibTeX:
@inproceedings{WangEB14, author = {Hao Wang and Michael Emmerich and Thomas Bäck}, editor = {Yookun Cho and Sung Y. Shin and Sang-Wook Kim and Chih-Cheng Hung and Jiman Hong}, title = {Mirrored orthogonal sampling with pairwise selection in evolution strategies}, booktitle = {Symposium on Applied Computing, SAC 2014, Gyeongju, Republic of Korea - March 24 - 28, 2014}, publisher = {ACM}, year = {2014}, pages = {154--156} } |
Wink S, Bäck T and Emmerich M (2012), "A Meta-Genetic Algorithm for Solving the Capacitated Vehicle Routing Problem", In IEEE Congress on Evolutionary Computation (CEC). , pp. 1-8. IEEE.
[BibTeX] |
BibTeX:
@inproceedings{WBE2012, author = {S. Wink and T.H.W. Bäck and M.T.M. Emmerich}, title = {A Meta-Genetic Algorithm for Solving the Capacitated Vehicle Routing Problem}, booktitle = {IEEE Congress on Evolutionary Computation (CEC)}, publisher = {IEEE}, year = {2012}, pages = {1--8} } |
Wang H, Bäck T and Emmerich M (2015), "Multi-point Efficient Global Optimization using Niching Evolution Strategy", In Conference: International Conference EVOLVE - A Bridge Between Probability, Set-Oriented Numerics, and Evolutionary Computation, Iasi, Romania, June 2015, Volume: Springer LNAI (in press).
[BibTeX] |
BibTeX:
@inproceedings{WBE2015, author = {Hao Wang and Thomas Bäck and Michael Emmerich}, title = {Multi-point Efficient Global Optimization using Niching Evolution Strategy}, booktitle = {Conference: International Conference EVOLVE - A Bridge Between Probability, Set-Oriented Numerics, and Evolutionary Computation, Iasi, Romania, June 2015, Volume: Springer LNAI (in press)}, year = {2015} } |
Wagner T, Emmerich MT, Deutz AH and Ponweiser W (2010), "On Expected-Improvement Criteria for Model-based Multi-objective Optimization", In Parallel Problem Solving from Nature (PPSN XI). , pp. 718-727. Springer-Verlag. |
BibTeX:
@inproceedings{WEDP2010, author = {Tobias Wagner and Michael T.M. Emmerich and André H. Deutz and Wolfgang Ponweiser}, title = {On Expected-Improvement Criteria for Model-based Multi-objective Optimization}, booktitle = {Parallel Problem Solving from Nature (PPSN XI)}, publisher = {Springer-Verlag}, year = {2010}, pages = {718-727}, doi = {10.1007/978-3-642-15844-5_72} } |
Wang H, Schwab I and Emmerich M (2015), "Comparing Knowledge Representation Forms in Empirical Model Building", In The Eleventh International Conference on Wireless and Mobile Communications. ICWMC 2015. October 11 - 16, 2015 - St. Julians, Malta.
[BibTeX] |
BibTeX:
@inproceedings{WSE2015, author = {Hao Wang and Ingo Schwab and Michael Emmerich}, title = {Comparing Knowledge Representation Forms in Empirical Model Building}, booktitle = {The Eleventh International Conference on Wireless and Mobile Communications. ICWMC 2015. October 11 - 16, 2015 - St. Julians, Malta}, year = {2015} } |
Yang Z, Emmerich M and Back T (2015), "Ant based solver for dynamic vehicle routing problem with time windows and multiple priorities", In Evolutionary Computation (CEC), 2015 IEEE Congress on. , pp. 2813-2819.
[BibTeX] |
BibTeX:
@inproceedings{yang2015ant, author = {Yang, Zhiwei and Emmerich, Michael and Back, Thomas}, title = {Ant based solver for dynamic vehicle routing problem with time windows and multiple priorities}, booktitle = {Evolutionary Computation (CEC), 2015 IEEE Congress on}, year = {2015}, pages = {2813--2819} } |
Yang Z, van Osta J-P, van Veen B, van Krevelen R, van Klaveren R, Stam A, Kok J, Bäck T and Emmerich M (2016), "Dynamic vehicle routing with time windows in theory and practice", Natural Computing. , pp. 1-16. |
Abstract: The vehicle routing problem is a classical combinatorial optimization problem. This work is about a variant of the vehicle routing problem with dynamically changing orders and time windows. In real-world applications often the demands change during operation time. New orders occur and others are canceled. In this case new schedules need to be generated on-the-fly. Online optimization algorithms for dynamical vehicle routing address this problem but so far they do not consider time windows. Moreover, to match the scenarios found in real-world problems adaptations of benchmarks are required. In this paper, a practical problem is modeled based on the procedure of daily routing of a delivery company. New orders by customers are introduced dynamically during the working day and need to be integrated into the schedule. A multiple ant colony algorithm combined with powerful local search procedures is proposed to solve the dynamic vehicle routing problem with time windows. The performance is tested on a new benchmark based on simulations of a working day. The problems are taken from Solomon's benchmarks but a certain percentage of the orders are only revealed to the algorithm during operation time. Different versions of the MACS algorithm are tested and a high performing variant is identified. Finally, the algorithm is tested in situ: In a field study, the algorithm schedules a fleet of cars for a surveillance company. We compare the performance of the algorithm to that of the procedure used by the company and we summarize insights gained from the implementation of the real-world study. The results show that the multiple ant colony algorithm can get a much better solution on the academic benchmark problem and also can be integrated in a real-world environment. |
BibTeX:
@article{Yang2016, author = {Yang, Zhiwei and van Osta, Jan-Paul and van Veen, Barry and van Krevelen, Rick and van Klaveren, Richard and Stam, Andries and Kok, Joost and Bäck, Thomas and Emmerich, Michael}, title = {Dynamic vehicle routing with time windows in theory and practice}, journal = {Natural Computing}, year = {2016}, pages = {1--16}, url = {http://dx.doi.org/10.1007/s11047-016-9550-9}, doi = {10.1007/s11047-016-9550-9} } |
Yang K, Li L, Deutz A, Back T and Emmerich M (2016), "Preference-based multiobjective optimization using truncated expected hypervolume improvement", In Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2016 12th International Conference on. , pp. 276-281.
[BibTeX] |
BibTeX:
@inproceedings{yang2016preference, author = {Yang, Kaifeng and Li, Longmei and Deutz, André and Back, Thomas and Emmerich, Michael}, title = {Preference-based multiobjective optimization using truncated expected hypervolume improvement}, booktitle = {Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2016 12th International Conference on}, year = {2016}, pages = {276--281} } |
Yang Z, Wang H, Yang K, Back T and Emmerich M (2016), "SMS-EMOA with multiple dynamic reference points", In Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2016 12th International Conference on. , pp. 282-288.
[BibTeX] |
BibTeX:
@inproceedings{yang2016sms, author = {Yang, Zhiwei and Wang, Hao and Yang, Kaifeng and Back, Thomas and Emmerich, Michael}, title = {SMS-EMOA with multiple dynamic reference points}, booktitle = {Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2016 12th International Conference on}, year = {2016}, pages = {282--288} } |
Yang K, Deutz A, Yang Z, Back T and Emmerich M (2016), "Truncated expected hypervolume improvement: Exact computation and application", In Evolutionary Computation (CEC), 2016 IEEE Congress on. , pp. 4350-4357.
[BibTeX] |
BibTeX:
@inproceedings{yang2016truncated, author = {Yang, Kaifeng and Deutz, Andre and Yang, Zhiwei and Back, Thomas and Emmerich, Michael}, title = {Truncated expected hypervolume improvement: Exact computation and application}, booktitle = {Evolutionary Computation (CEC), 2016 IEEE Congress on}, year = {2016}, pages = {4350--4357} } |
Yang K, Emmerich M, Deutz A and Fonseca CM (2017), "Computing 3-D Expected Hypervolume Improvement and Related Integrals in Asymptotically Optimal Time", In International Conference on Evolutionary Multi-Criterion Optimization. , pp. 685-700.
[BibTeX] |
BibTeX:
@inproceedings{yang2017computing, author = {Yang, Kaifeng and Emmerich, Michael and Deutz, André and Fonseca, Carlos M}, title = {Computing 3-D Expected Hypervolume Improvement and Related Integrals in Asymptotically Optimal Time}, booktitle = {International Conference on Evolutionary Multi-Criterion Optimization}, year = {2017}, pages = {685--700} } |
Yevseyeva I, Fernandes VB, van Moorsel A, Janicke H and Emmerich M (2016), "Two-stage Security Controls Selection", Procedia Computer Science. Vol. 100, pp. 971-978. Elsevier.
[BibTeX] |
BibTeX:
@article{yevseyeva2016two, author = {Yevseyeva, Iryna and Fernandes, Vitor Basto and van Moorsel, Aad and Janicke, Helge and Emmerich, Michael}, title = {Two-stage Security Controls Selection}, journal = {Procedia Computer Science}, publisher = {Elsevier}, year = {2016}, volume = {100}, pages = {971--978} } |
Zaefferer M, Bartz-Beielstein T, Naujoks B, Wagner T and Emmerich M (2013), "A Case Study on Multi-Criteria Optimization of an Event Detection Software under Limited Budgets", In Evolutionary Multi-Criterion Optimization, EMO 2013, Sheffield, UK, March 19-22, 2013. Proceedings. Vol. 7811, pp. 756-770. Springer Berlin Heidelberg.
[BibTeX] |
BibTeX:
@inproceedings{ZBN+2013, author = {Zaefferer, Martin and Bartz-Beielstein, Thomas and Naujoks, Boris and Wagner, Tobias and Emmerich, Michael}, editor = {Purshouse, Robin C. and Fleming, Peter J. and Fonseca, Carlos M. and Greco, Salvatore and Shaw, Jane}, title = {A Case Study on Multi-Criteria Optimization of an Event Detection Software under Limited Budgets}, booktitle = {Evolutionary Multi-Criterion Optimization, EMO 2013, Sheffield, UK, March 19-22, 2013. Proceedings}, publisher = {Springer Berlin Heidelberg}, year = {2013}, volume = {7811}, pages = {756-770} } |
Zhao J, Fernandes VB, Jiao L, Yevseyeva I, Maulana A, Li R, Bäck T and Emmerich M (2014), "Multiobjective Optimization of Classifiers by Means of 3-D Convex Hull Based Evolutionary Algorithm", arXiv preprint arXiv:1412.5710.
[BibTeX] |
BibTeX:
@article{ZFJ+2014, author = {Zhao, Jiaqi and Fernandes, Vitor Basto and Jiao, Licheng and Yevseyeva, Iryna and Maulana, Asep and Li, Rui and Bäck, Thomas and Emmerich, Michael}, title = {Multiobjective Optimization of Classifiers by Means of 3-D Convex Hull Based Evolutionary Algorithm}, journal = {arXiv preprint arXiv:1412.5710}, year = {2014} } |
Zhao J, Fernandes VB, Jiao L, Yevseyeva I, Maulana A, Li R, Bäck T, Tang K and Emmerich MT (2016), "Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms", Information Sciences. Vol. 367–368, pp. 80 - 104. |
BibTeX:
@article{ZFJ+2016, author = {Jiaqi Zhao and Vitor Basto Fernandes and Licheng Jiao and Iryna Yevseyeva and Asep Maulana and Rui Li and Thomas Bäck and Ke Tang and Michael T.M. Emmerich}, title = {Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms}, journal = {Information Sciences}, year = {2016}, volume = {367–368}, pages = {80 - 104}, url = {http://www.sciencedirect.com/science/article/pii/S0020025516303504}, doi = {10.1016/j.ins.2016.05.026} } |
Zhang X, Wu J, Duan C, Emmerich M and Back T (2015), "Towards robustness optimization of complex networks based on redundancy backup", In Evolutionary Computation (CEC), 2015 IEEE Congress on. , pp. 2820-2826.
[BibTeX] |
BibTeX:
@inproceedings{zhang2015towards, author = {Zhang, Xiaoke and Wu, Jun and Duan, Cuiying and Emmerich, Michael and Back, Thomas}, title = {Towards robustness optimization of complex networks based on redundancy backup}, booktitle = {Evolutionary Computation (CEC), 2015 IEEE Congress on}, year = {2015}, pages = {2820--2826} } |
Zhao J, Fernandes VB, Jiao L, Yevseyeva I, Maulana A, Li R, Bäck T, Tang K and Emmerich MT (2016), "Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms", Information Sciences. Vol. 367–368, pp. 80 - 104. |
BibTeX:
@article{Zhao201680, author = {Jiaqi Zhao and Vitor Basto Fernandes and Licheng Jiao and Iryna Yevseyeva and Asep Maulana and Rui Li and Thomas Bäck and Ke Tang and Michael T.M. Emmerich}, title = {Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms}, journal = {Information Sciences}, year = {2016}, volume = {367–368}, pages = {80 - 104}, url = {http://www.sciencedirect.com/science/article/pii/S0020025516303504}, doi = {10.1016/j.ins.2016.05.026} } |
van der Blom K, Boonstra S, Hofmeyer H and Emmerich M (2016), "A super-structure based optimisation approach for building spatial designs.", In Proceedings of the VII European Congress on Computational Methods in Applied Sciences and Engineering.: National Technical University of Athens.. , pp. 3409-3422.. CIMNE.
[BibTeX] |
BibTeX:
@inproceedings{, author = {Koen van der Blom and Sjonnie Boonstra and Hèrm Hofmeyer and Michael Emmerich}, editor = {Papadrakakis M. and Papadopoulos V. and Stefanou G. and Plevris V.}, title = {A super-structure based optimisation approach for building spatial designs.}, booktitle = {Proceedings of the VII European Congress on Computational Methods in Applied Sciences and Engineering.: National Technical University of Athens.}, publisher = {CIMNE}, year = {2016}, pages = {3409-3422.} } |
Boonstra S, van der Blom K, Hofmeyer H, Amor R and Emmerich MT (2016), "Super-structure and super-structure free design search space representations for a building spatial design in multi-disciplinary building optimisation.", In Electronic proceedings of the 23rd International Workshop of the European Group for Intelligent Computing in Engineering. , pp. 1-10.. Jagiellonian University ZPGK..
[BibTeX] |
BibTeX:
@inproceedings{, author = {Sjonnie Boonstra and Koen van der Blom and Hèrm Hofmeyer and Robert Amor and Michael T.M. Emmerich}, title = {Super-structure and super-structure free design search space representations for a building spatial design in multi-disciplinary building optimisation.}, booktitle = {Electronic proceedings of the 23rd International Workshop of the European Group for Intelligent Computing in Engineering}, publisher = {Jagiellonian University ZPGK.}, year = {2016}, pages = {1-10.} } |
Urselmann M, Foussette C, Janus T, Tlatlik S, Gottschalk A, Emmerich M, Bäck T and Engell S (2015), "Derivative-Free Design Optimization of Chemical Processes by a Memetic Algorithm", In UK Workshop on Computational Intelligence, UKCI 2015, University of Exeter, 7th – 9th September 2015.
[BibTeX] |
BibTeX:
@inproceedings{, author = {Maren Urselmann and Christophe Foussette and Tim Janus and Stephen Tlatlik and Axel Gottschalk and Michael Emmerich and Thomas Bäck and Sebastian Engell}, title = {Derivative-Free Design Optimization of Chemical Processes by a Memetic Algorithm}, booktitle = {UK Workshop on Computational Intelligence, UKCI 2015, University of Exeter, 7th – 9th September 2015}, year = {2015} } |