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GECCO 2017: Berlin, Germany
- Peter A. N. Bosman:
Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2017, Berlin, Germany, July 15-19, 2017. ACM 2017, ISBN 978-1-4503-4920-8
Keynote talks
- Francesca D. Ciccarelli:
Computational approaches in cancer genomics. 1 - Hod Lipson:
Curious and creative machines. 2 - Drew Purves, Chrisantha Fernando:
Evolving brains in evolving environments. 3
Ant colony optimization and swarm intelligence
- Sujata Baral, Swakkhar Shatabda
, Mahmood A. Rashid
:
CycloAnt: sequencing cyclic peptides using hybrid ants. 4-11 - Christopher Wesley Cleghorn
, Andries P. Engelbrecht:
Fitness-distance-ratio particle swarm optimization: stability analysis. 12-18 - Huw Lloyd
, Martyn Amos
:
Analysis of independent roulette selection in parallel ant colony optimization. 19-26 - Silja Meyer-Nieberg
:
Coordinating a team of searchers: of ants, swarms, and slime molds. 27-34 - Sara Perez-Carabaza
, Julian Bermudez-Ortega, Eva Besada-Portas, José Antonio López Orozco, Jesús Manuel de la Cruz
:
A multi-UAV minimum time search planner based on ACOR. 35-42 - Peter Frank Perroni
, Daniel Weingaertner, Myriam Regattieri Delgado:
Estimating stop conditions of swarm based stochastic metaheuristic algorithms. 43-50 - Chengyan Wang, Bing Xue, Lin Shang:
PSO-based parameters selection for the bilateral filter in image denoising. 51-58
Complex systems (artificial life/artificial immune systems/robotics/evolvable hardware/generative and developmental systems)
- Nathanaël Aubert-Kato, Charles Fosseprez, Guillaume Gines, Ibuki Kawamata, Quang Huy Dinh, Leo Cazenille, Andre Estevez-Torres, Masami Hagiya, Yannick Rondelez, Nicolas Bredèche:
Evolutionary optimization of self-assembly in a swarm of bio-micro-robots. 59-66 - Jonathan C. Brant, Kenneth O. Stanley:
Minimal criterion coevolution: a new approach to open-ended search. 67-74 - Dogan Corus
, Pietro S. Oliveto, Donya Yazdani:
On the runtime analysis of the opt-IA artificial immune system. 83-90 - Jean Disset, Dennis G. Wilson, Sylvain Cussat-Blanc, Stéphane Sanchez, Hervé Luga, Yves Duthen:
A comparison of genetic regulatory network dynamics and encoding. 91-98 - Adam Gaier, Alexander Asteroth, Jean-Baptiste Mouret:
Data-efficient exploration, optimization, and modeling of diverse designs through surrogate-assisted illumination. 99-106 - Daniele Gravina, Antonios Liapis, Georgios N. Yannakakis
:
Coupling novelty and surprise for evolutionary divergence. 107-114 - Chathika Gunaratne
, Ivan Garibay
:
Alternate social theory discovery using genetic programming: towards better understanding the artificial anasazi. 115-122 - Gerard David Howard:
On self-adaptive rate restarts for evolutionary robotics with real rotorcraft. 123-130 - Sam Kriegman, Nick Cheney, Francesco Corucci, Josh C. Bongard:
A minimal developmental model can increase evolvability in soft robots. 131-138 - Elliot Meyerson, Risto Miikkulainen:
Discovering evolutionary stepping stones through behavior domination. 139-146 - Jared M. Moore, Anthony J. Clark, Philip K. McKinley:
Effect of animat complexity on the evolution of hierarchical control. 147-154 - Andreas Steyven, Emma Hart, Ben Paechter:
An investigation of environmental influence on the benefits of adaptation mechanisms in evolutionary swarm robotics. 155-162 - Payam Zahadat
, Daniel Nicolas Hofstadler
, Thomas Schmickl
:
Vascular morphogenesis controller: a generative model for developing morphology of artificial structures. 163-170
Digital entertainment technologies and arts
- Bradley Alexander, James Kortman
, Aneta Neumann
:
Evolution of artistic image variants through feature based diversity optimisation. 171-178 - Lauren E. Gillespie
, Gabriela R. Gonzalez, Jacob Schrum
:
Comparing direct and indirect encodings using both raw and hand-designed features in tetris. 179-186 - Niels Justesen, Sebastian Risi:
Continual online evolutionary planning for in-game build order adaptation in StarCraft. 187-194 - Stephen Kelly, Malcolm I. Heywood
:
Multi-task learning in Atari video games with emergent tangled program graphs. 195-202 - Antonios Liapis:
Multi-segment evolution of dungeon game levels. 203-210 - Marco Scirea
, Peter W. Eklund
, Julian Togelius
, Sebastian Risi:
Can you feel it?: evaluation of affective expression in music generated by MetaCompose. 211-218
Evolutionary combinatorial optimization and metaheuristics
- Mosab Bazargani
, Fernando G. Lobo
:
Parameter-less late acceptance hill-climbing. 219-226 - Aymeric Blot
, Laetitia Jourdan
, Marie-Éléonore Kessaci-Marmion
:
Automatic design of multi-objective local search algorithms: case study on a bi-objective permutation flowshop scheduling problem. 227-234 - Ankit Chauhan, Tobias Friedrich, Francesco Quinzan:
Approximating optimization problems using EAs on scale-free networks. 235-242 - Nguyen Dang
, Leslie Pérez Cáceres
, Patrick De Causmaecker
, Thomas Stützle
:
Configuring irace using surrogate configuration benchmarks. 243-250 - Rodney O. M. Diana, Sérgio Ricardo de Souza, Elizabeth F. Wanner
, Moacir F. de França Filho:
Hybrid metaheuristic for combinatorial optimization based on immune network for optimization and VNS. 251-258 - Noémi Gaskó
, Florentin Bota
, Mihai Suciu
, Rodica Ioana Lung:
Community structure detection in multipartite networks: a new fitness measure. 259-265 - Sebastian Herrmann
, Matthias Herrmann, Gabriela Ochoa
, Franz Rothlauf
:
Shaping communities of local optima by perturbation strength. 266-273 - Md. Jakirul Islam
, Xiaodong Li
, Kalyanmoy Deb:
Multimodal truss structure design using bilevel and niching based evolutionary algorithms. 274-281 - Deepak Karunakaran
, Yi Mei
, Gang Chen, Mengjie Zhang:
Toward evolving dispatching rules for dynamic job shop scheduling under uncertainty. 282-289 - Yuxin Liu, Yi Mei
, Mengjie Zhang, Zili Zhang:
Automated heuristic design using genetic programming hyper-heuristic for uncertain capacitated arc routing problem. 290-297 - Weichen Liu, Thomas Weise, Yuezhong Wu, Qi Qi:
Combining two local searches with crossover: an efficient hybrid algorithm for the traveling salesman problem. 298-305 - Luca Mariot, Stjepan Picek, Domagoj Jakobovic, Alberto Leporati:
Evolutionary algorithms for the design of orthogonal latin squares based on cellular automata. 306-313 - Laurent Moalic
, Alexandre Gondran
:
Heuristic rope team: a parallel algorithm for graph coloring. 314-320 - Sergey Polyakovskiy
, Alexander Makarowsky, Rym M'Hallah
:
Just-in-time batch scheduling problem with two-dimensional bin packing constraints. 321-328 - Danilo Sipoli Sanches, L. Darrell Whitley, Renato Tinós
:
Building a better heuristic for the traveling salesman problem: combining edge assembly crossover and partition crossover. 329-336 - Danilo Sipoli Sanches, L. Darrell Whitley, Renato Tinós
:
Improving an exact solver for the traveling salesman problem using partition crossover. 337-344 - Peter Sanders, Christian Schulz
, Darren Strash
, Robert Williger:
Distributed evolutionary k-way node separators. 345-352 - Alexandre Sawczuk da Silva, Yi Mei
, Hui Ma, Mengjie Zhang:
Fragment-based genetic programming for fully automated multi-objective web service composition. 353-360 - Wen Sun, Jin-Kao Hao, Xiangjing Lai, Qinghua Wu:
On feasible and infeasible search for equitable graph coloring. 369-376 - Sarah L. Thomson, Fabio Daolio, Gabriela Ochoa
:
Comparing communities of optima with funnels in combinatorial fitness landscapes. 377-384
Evolutionary machine learning
- Haya Abdullah Alhakbani, Mohammad Majid al-Rifaie
:
Feature selection using stochastic diffusion search. 385-392 - Grant Dick:
Sensitivity-like analysis for feature selection in genetic programming. 401-408 - Madalina M. Drugan
:
PAC models in stochastic multi-objective multi-armed bandits. 409-416 - Effat Farhana, Steffen Heber:
Biogeography-based rule mining for classification. 417-424 - Alexander Hagg
, Maximilian Mensing, Alexander Asteroth
:
Evolving parsimonious networks by mixing activation functions. 425-432 - Ayah Helal
, Fernando E. B. Otero:
Automatic design of ant-miner mixed attributes for classification rule discovery. 433-440 - Shauharda Khadka, Jen Jen Chung
, Kagan Tumer:
Evolving memory-augmented neural architecture for deep memory problems. 441-448 - Andrew Lensen
, Bing Xue
, Mengjie Zhang:
GPGC: genetic programming for automatic clustering using a flexible non-hyper-spherical graph-based approach. 449-456 - Pawel Liskowski, Wojciech Jaskowski
:
Accelerating coevolution with adaptive matrix factorization. 457-464 - Filip Matzner
:
Neuroevolution on the edge of chaos. 465-472 - Masaya Nakata, Will N. Browne
, Tomoki Hamagami, Keiki Takadama:
Theoretical XCS parameter settings of learning accurate classifiers. 473-480 - Pablo Ribalta Lorenzo, Jakub Nalepa, Michal Kawulok, Luciano Sánchez Ramos, José Ranilla Pastor
:
Particle swarm optimization for hyper-parameter selection in deep neural networks. 481-488 - Andrew Sohn, Randal S. Olson, Jason H. Moore:
Toward the automated analysis of complex diseases in genome-wide association studies using genetic programming. 489-496 - Masanori Suganuma, Shinichi Shirakawa, Tomoharu Nagao:
A genetic programming approach to designing convolutional neural network architectures. 497-504 - Takato Tatsumi, Hiroyuki Sato, Keiki Takadama:
Automatic adjustment of selection pressure based on range of reward in learning classifier system. 505-512 - Duc Minh Tran, Claudia d'Amato
, Nguyen Thanh Binh, Andrea G. B. Tettamanzi:
An evolutionary algorithm for discovering multi-relational association rules in the semantic web. 513-520 - Cao Truong Tran
, Mengjie Zhang, Peter Andreae, Bing Xue:
Multiple imputation and genetic programming for classification with incomplete data. 521-528 - Jason Zutty, Gregory Rohling:
Solving test case based problems with fuzzy dominance. 529-536
Evolutionary multiobjective optimization
- Anton Bouter, Ngoc Hoang Luong
, Cees Witteveen, Tanja Alderliesten
, Peter A. N. Bosman:
The multi-objective real-valued gene-pool optimal mixing evolutionary algorithm. 537-544 - Marlon Alexander Braun, Lars Heling, Pradyumn Kumar Shukla
, Hartmut Schmeck
:
Multimodal scalarized preferences in multi-objective optimization. 545-552 - Edgar Covantes Osuna
, Wanru Gao, Frank Neumann
, Dirk Sudholt:
Speeding up evolutionary multi-objective optimisation through diversity-based parent selection. 553-560 - Maha Elarbi
, Slim Bechikh
, Lamjed Ben Said
:
On the importance of isolated solutions in constrained decomposition-based many-objective optimization. 561-568 - Fillipe Goulart
, Sílvio T. Borges, Fernanda C. Takahashi, Felipe Campelo
:
Robust multiobjective optimization using regression models and linear subproblems. 569-576 - Raquel Hernández Gómez, Carlos A. Coello Coello
:
A hyper-heuristic of scalarizing functions. 577-584 - Hisao Ishibuchi, Ryo Imada, Yu Setoguchi, Yusuke Nojima
:
Reference point specification in hypervolume calculation for fair comparison and efficient search. 585-592 - Luis Martí
, Arsène Fansi Tchango, Laurent Navarro, Marc Schoenauer
:
Progressively adding objectives: a case study in anomaly detection. 593-600 - Krzysztof Michalak
:
Simulation-based crossover for the firefighter problem. 601-608 - Hugo Monzón
, Hernán E. Aguirre, Sébastien Vérel, Arnaud Liefooghe, Bilel Derbel, Kiyoshi Tanaka:
Closed state model for understanding the dynamics of MOEAs. 609-616 - Yusuke Nojima
, Yuki Tanigaki, Hisao Ishibuchi:
Multiobjective data mining from solutions by evolutionary multiobjective optimization. 617-624 - Proteek Chandan Roy, Rayan Hussein, Kalyanmoy Deb:
Metamodeling for multimodal selection functions in evolutionary multi-objective optimization. 625-632 - Ryoji Tanabe, Akira Oyama:
Benchmarking MOEAs for multi- and many-objective optimization using an unbounded external archive. 633-640 - Mengyuan Wu, Sam Kwong
, Yuheng Jia, Ke Li, Qingfu Zhang
:
Adaptive weights generation for decomposition-based multi-objective optimization using Gaussian process regression. 641-648 - Ilya Yakupov, Maxim Buzdalov:
Improved incremental non-dominated sorting for steady-state evolutionary multiobjective optimization. 649-656
Evolutionary numerical optimization
- Abbas Abdolmaleki, Bob Price, Nuno Lau
, Luís Paulo Reis
, Gerhard Neumann
:
Deriving and improving CMA-ES with information geometric trust regions. 657-664 - Dirk V. Arnold
:
Reconsidering constraint release for active-set evolution strategies. 665-672 - Samineh Bagheri, Wolfgang Konen
, Richard Allmendinger
, Jürgen Branke, Kalyanmoy Deb, Jonathan E. Fieldsend
, Domenico Quagliarella, Karthik Sindhya:
Constraint handling in efficient global optimization. 673-680 - Nacim Belkhir, Johann Dréo, Pierre Savéant, Marc Schoenauer
:
Per instance algorithm configuration of CMA-ES with limited budget. 681-688 - Hans-Georg Beyer, Michael Hellwig
:
Analysis of the pcCMSA-ES on the noisy ellipsoid model. 689-696 - Julien Blanchard
, Charlotte Beauthier, Timoteo Carletti:
A cooperative co-evolutionary algorithm for solving large-scale constrained problems with interaction detection. 697-704 - Anton Bouter, Tanja Alderliesten
, Cees Witteveen, Peter A. N. Bosman:
Exploiting linkage information in real-valued optimization with the real-valued gene-pool optimal mixing evolutionary algorithm. 705-712 - S. C. Maree, Tanja Alderliesten
, Dirk Thierens, Peter A. N. Bosman:
Niching an estimation-of-distribution algorithm by hierarchical Gaussian mixture learning. 713-720 - Hidekazu Miyazawa, Youhei Akimoto:
Effect of the mean vector learning rate in CMA-ES. 721-728 - Ryoji Tanabe, Alex Fukunaga:
TPAM: a simulation-based model for quantitatively analyzing parameter adaptation methods. 729-736 - Sander van Rijn
, Hao Wang
, Bas van Stein
, Thomas Bäck
:
Algorithm configuration data mining for CMA evolution strategies. 737-744
Genetic algorithms
- Ping-Lin Chen, Chun-Jen Peng, Chang-Yi Lu, Tian-Li Yu:
Two-edge graphical linkage model for DSMGA-II. 745-752 - Francisco Chicano, L. Darrell Whitley, Gabriela Ochoa, Renato Tinós
:
Optimizing one million variable NK landscapes by hybridizing deterministic recombination and local search. 753-760 - Fernando Concatto, Wellington Zunino, Luigi A. Giancoli, Rafael de Santiago, Luís C. Lamb
:
Genetic algorithm for epidemic mitigation by removing relationships. 761-768 - Carlo Contaldi, Fatemeh Vafaee
, Peter C. Nelson:
The role of crossover operator in bayesian network structure learning performance: a comprehensive comparative study and new insights. 769-776 - Benjamin Doerr, Huu Phuoc Le, Régis Makhmara, Ta Duy Nguyen:
Fast genetic algorithms. 777-784 - André Homem Dornas, Flávio Vinícius Cruzeiro Martins
, João Fernando Machry Sarubbi, Elizabeth Fialho Wanner
:
Real-polarized genetic algorithm for the three-dimensional bin packing problem. 785-792 - Alex Gliesch, Marcus Ritt
, Mayron César O. Moreira
:
A genetic algorithm for fair land allocation. 793-800 - Cezary Z. Janikow, Mark Hauschild:
Automatic generation of domain-specific genetic algorithm operators using the hierarchical bayesian optimization algorithm. 801-808 - Sung-Chi Li, Tian-Li Yu:
Speeding up DSMGA-II on CUDA platform. 809-816 - Aneta Neumann
, Zygmunt L. Szpak
, Wojciech Chojnacki
, Frank Neumann
:
Evolutionary image composition using feature covariance matrices. 817-824 - Roberto Santana, José Antonio Lozano:
Different scenarios for survival analysis of evolutionary algorithms. 825-832 - Stefano Tognazzi, Mirco Tribastone, Max Tschaikowski
, Andrea Vandin
:
EGAC: a genetic algorithm to compare chemical reaction networks. 833-840 - Jheng-Ying Yu, I-Ting Chen, Tian-Li Yu:
A diversity preservation scheme for DSMGA-II to conquer the hierarchical difficulty. 841-848
General evolutionary computation and hybrids
- Andrei Lissovoi, Pietro S. Oliveto
, John Alasdair Warwicker:
On the runtime analysis of generalised selection hyper-heuristics for pseudo-boolean optimisation. 849-856 - Andrei Lissovoi, Dirk Sudholt, Markus Wagner
, Christine Zarges
:
Theoretical results on bet-and-run as an initialisation strategy. 857-864 - Martin Pilát
, Roman Neruda
:
Parallel evolutionary algorithm with interleaving generations. 865-872 - Alma As-Aad Mohammad Rahat
, Richard M. Everson
, Jonathan E. Fieldsend
:
Alternative infill strategies for expensive multi-objective optimisation. 873-880 - Vanessa Volz, Günter Rudolph, Boris Naujoks
:
Investigating uncertainty propagation in surrogate-assisted evolutionary algorithms. 881-888 - Hao Wang
, Bas van Stein
, Michael T. M. Emmerich
, Thomas Bäck
:
Time complexity reduction in efficient global optimization using cluster kriging. 889-896 - Mark Wineberg, Sebastian Lenartowicz:
Reexpressing problematic optimization data: creating a workflow for the statistical analysis of multifactorial EC experiments. 897-904 - Martin Zaefferer, Andreas Fischbach, Boris Naujoks
, Thomas Bartz-Beielstein
:
Simulation-based test functions for optimization algorithms. 905-912
Genetic programming
- Andrés Felipe Cruz-Salinas, Jonatan Gómez Perdomo:
Self-adaptation of genetic operators through genetic programming techniques. 913-920 - Benjamin Doerr, Timo Kötzing, J. A. Gregor Lagodzinski
, Johannes Lengler
:
Bounding bloat in genetic programming. 921-928 - Ivo Gonçalves
, Sara Silva
, Carlos M. Fonseca
, Mauro Castelli
:
Unsure when to stop?: ask your semantic neighbors. 929-936 - Thomas Helmuth, Nicholas Freitag McPhee, Edward R. Pantridge, Lee Spector:
Improving generalization of evolved programs through automatic simplification. 937-944 - Sara Khanchi, Malcolm I. Heywood
, Nur Zincir-Heywood
:
Properties of a GP active learning framework for streaming data with class imbalance. 945-952 - Krzysztof Krawiec
, Iwo Bladek
, Jerry Swan:
Counterexample-driven genetic programming. 953-960 - William G. La Cava, Jason H. Moore:
Ensemble representation learning: an analysis of fitness and survival for wrapper-based genetic programming methods. 961-968 - Pawel Liskowski, Krzysztof Krawiec
:
Discovery of search objectives in continuous domains. 969-976 - Eric Medvet, Fabio Daolio, Danny Tagliapietra:
Evolvability in grammatical evolution. 977-984