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GECCO 2015: Madrid, Spain - Companion Material
- Sara Silva, Anna Isabel Esparcia-Alcázar:
Genetic and Evolutionary Computation Conference, GECCO 2015, Madrid, Spain, July 11-15, 2015, Companion Material Proceedings. ACM 2015, ISBN 978-1-4503-3488-4
Introductory Tutorials
- Una-May O'Reilly:
Genetic Programming: A Tutorial Introduction. 3-19 - Kenneth A. De Jong:
Evolutionary Computation: A Unified Approach. 21-35 - Dimo Brockhoff, Tobias Wagner:
Tutorial on Evolutionary Multiobjective Optimization. 37-63 - Andries P. Engelbrecht:
Particle Swarm Optimization. 65-91 - Dirk Thierens, Peter A. N. Bosman:
Model-Based Evolutionary Algorithms. 93-120 - Per Kristian Lehre, Pietro S. Oliveto:
Runtime Analysis of Evolutionary Algorithms: Basic Introduction. 121-136 - Risto Miikkulainen:
Evolving Neural Networks. 137-161 - Marco Tomassini:
Introduction to Complex Networks. 163-178 - Julian Francis Miller, Andrew James Turner:
Cartesian Genetic Programming. 179-198 - John R. Woodward, Daniel R. Tauritz:
Hyper-Heuristics. 199-230 - Nicolas Bredèche, Stéphane Doncieux, Jean-Baptiste Mouret:
Tutorial on Evolutionary Robotics. 231-261 - Ryan J. Urbanowicz, Will N. Browne:
Introducing Rule-based Machine Learning: A Practical Guide. 263-292 - Mike Preuss:
Multimodal Optimization. 293-312 - Youhei Akimoto, Anne Auger, Nikolaus Hansen:
Continuous Optimization and CMA-ES. 313-344 - Franz Rothlauf:
Representations for Evolutionary Algorithms. 345-366
Advanced Tutorials
- Carlos Artemio Coello Coello:
Constraint-Handling Techniques used with Evolutionary Algorithms. 367-389 - L. Darrell Whitley:
Blind No More: Constant TimeNon-Random Improving Moves and Exponentially Powerful Recombination. 391-407 - Lee Spector:
Expressive Genetic Programming. 409-434 - Frank Neumann, Andrew M. Sutton:
Parameterized Complexity Analysis of Evolutionary Algorithms. 435-450 - Dirk Sudholt:
Theory of Swarm Intelligence. 451-471 - Mengjie Zhang, Stefano Cagnoni:
Evolutionary Image Analysis, Signal Processing and Pattern Recognition. 473-502 - Kenneth O. Stanley:
Generative and Developmental Systems Tutorial. 503-532 - Amarda Shehu, Kenneth A. De Jong:
Evolutionary Algorithms for Protein Structure Modeling. 533-545 - Malcolm I. Heywood, Krzysztof Krawiec:
Solving Complex Problems with Coevolutionary Algorithms. 547-573 - Youhei Akimoto, Anne Auger:
Theory of Evolution Strategies and Related Algorithms. 575-588 - Sylvain Cussat-Blanc, Wolfgang Banzhaf:
Introduction to Gene Regulatory Networks. 589-601 - Alberto Moraglio, Krzysztof Krawiec:
Semantic Genetic Programming. 603-627 - Shengxiang Yang:
Evolutionary Computation for Dynamic Optimization Problems. 629-649
Specialized Tutorials
- Stephen L. Smith:
Medical Applications of Evolutionary Computation. 651-679 - Thomas Stützle, Manuel López-Ibáñez:
Automatic (Offline) Configuration of Algorithms. 681-702 - Juan Julián Merelo Guervós:
Low or no cost distributed evolutionary computation. 703-706 - Enrique Alba:
Intelligent Systems for Smart Cities. 707-722 - Madalina M. Drugan:
Synergies between Evolutionary Algorithms and Reinforcement Learning. 723-740
Late-Breaking Abstracts
- Joshua Evan Auerbach, Gregoire Heitz, Przemyslaw M. Kornatowski, Dario Floreano:
Rapid Evolution of Robot Gaits. 743-744 - Mayowa Ayodele, John A. W. McCall, Olivier Regnier-Coudert:
Probabilistic Model Enhanced Genetic Algorithm for Multi-Mode Resource Constrained Project Scheduling Problem. 745-746 - Amit Benbassat, Avishai Henik:
Examining The Stroop Effect using A Develomental Spatial Neuroevolution System. 747-748 - Maxim Buzdalov, Vladimir Parfenov:
Various Degrees of Steadiness in NSGA-II and Their Influence on the Quality of Results. 749-750 - Olfa Chebbi, Jouhaina Chaouachi:
Evolutionary Approach For Minimizing Consumed Energy In a Personal Rapid Transit Transportation System with a Multi-Depot Network Topology: Minimizing Consumed Energy In a PRT System with a Multi-Depot Network Topology. 751-752 - José-Matías Cutillas-Lozano, Miguel-Ángel Franco, Domingo Giménez:
Comparing Variable Width Backtracking and Metaheuristics, Experiments with the Maximum Diversity Problem. 753-754 - Ezzeddine Fatnassi, Jouhaina Chaouachi:
Design and Development of a Genetic Algorithm for the Distance Constrained Vehicle Routing Problem with Environmental Issues: Genetic Algorithm for the Green Distance Constrained Vehicle Routing Problem. 755-756 - Marco Gaudesi, Andrea Marcelli, Ernesto Sánchez, Giovanni Squillero, Alberto Paolo Tonda:
Malware Obfuscation through Evolutionary Packers. 757-758 - Taku Hasegawa, Kento Tsukada, Naoki Mori, Keinosuke Matsumoto:
Adaptive Evolution Control with P-I Similarity Index for Surrogate-assisted Evolutionary Computation. 759-760 - Dan Lessin, Sebastian Risi:
Evolved Virtual Creatures with Soft-Body Muscles: On a Bio-Mimetic Path to Meaningful Morphological Complexity. 761-762 - Pedro López-García, Enrique Onieva, Eneko Osaba, Antonio D. Masegosa, Asier Perallos:
Hybridizing Genetic Algorithm with Cross Entropy for Solving Continuous Functions. 763-764 - Jaime Machado, Rui Ferreira Neves, Nuno Horta:
Developing Multi-Time Frame Trading Rules with a Trend Following Strategy, using GA. 765-766 - John A. W. McCall, Lee A. Christie, Alexander E. I. Brownlee:
Generating Easy and Hard Problems using the Proximate Optimality Principle. 767-768 - Julian Francis Miller, Hajo Broersma:
Computational Matter: Evolving Computational Solutions in Materials. 769-770 - Zongxu Mu, Holger H. Hoos:
Empirical Scaling Analyser: An Automated System for Empirical Analysis of Performance Scaling. 771-772 - José C. Pereira, Fernando G. Lobo:
Parameter-less Evolutionary Portfolio: First Experiments. 773-774 - Hiroyuki Sato, Minami Miyakawa, Elizabeth Pérez Cortés:
A Parallel MOEA/D Generating Solutions in Minimum Overlapped Update Ranges of Solutions. 775-776 - Shigeyoshi Tsutsui, Noriyuki Fujimoto:
A Comparative Study of Synchronization of Parallel ACO on Multi-core Processor. 777-778 - Jing Xie, Yi Mei, Andy Song:
Evolving Self-Adaptive Tabu Search Algorithm for Storage Location Assignment Problems. 779-780 - Ming-an Zhang, Yong Deng:
An Improved Artificial Fish Swarm Algorithm in Image Segmentation application. 781-782
Genetic Improvement 2015 Workshop
- Mark Harman, Justyna Petke:
GI4GI: Improving Genetic Improvement Fitness Functions. 793-794 - Vojtech Mrazek, Zdenek Vasícek, Lukás Sekanina:
Evolutionary Approximation of Software for Embedded Systems: Median Function. 795-801 - Yue Jia, Fan Wu, Mark Harman, Jens Krinke:
Genetic Improvement using Higher Order Mutation. 803-804 - William B. Langdon, Mark Harman:
Grow and Graft a Better CUDA pknotsRG for RNA Pseudoknot Free Energy Calculation. 805-810 - Brendan Cody-Kenny, Edgar Galván López, Stephen Barrett:
locoGP: Improving Performance by Genetic Programming Java Source Code. 811-818 - Bobby R. Bruce:
Energy Optimisation via Genetic Improvement: A SBSE technique for a new era in Software Development. 819-820 - Saemundur O. Haraldsson, John R. Woodward:
Genetic Improvement of Energy Usage is only as Reliable as the Measurements are Accurate. 821-822 - Roberto Erick Lopez-Herrejon, Lukas Linsbauer, Wesley K. G. Assunção, Stefan Fischer, Silvia Regina Vergilio, Alexander Egyed:
Genetic Improvement for Software Product Lines: An Overview and a Roadmap. 823-830 - Nathan Burles, Jerry Swan, Edward Bowles, Alexander E. I. Brownlee, Zoltan A. Kocsis, Nadarajen Veerapen:
Embedded Dynamic Improvement. 831-832 - Jason Landsborough, Stephen Harding, Sunny Fugate:
Removing the Kitchen Sink from Software. 833-838 - Kwaku Yeboah-Antwi, Benoit Baudry:
Embedding Adaptivity in Software Systems using the ECSELR framework. 839-844 - David Robert White, Jeremy Singer:
Rethinking Genetic Improvement Programming. 845-846 - Eric M. Schulte, Westley Weimer, Stephanie Forrest:
Repairing COTS Router Firmware without Access to Source Code or Test Suites: A Case Study in Evolutionary Software Repair. 847-854 - Colin G. Johnson, John R. Woodward:
Fitness as Task-relevant Information Accumulation. 855-856
SecDef'15 Workshop
- George Rush, Daniel R. Tauritz, Alexander D. Kent:
Coevolutionary Agent-based Network Defense Lightweight Event System (CANDLES). 859-866 - Robin Mueller-Bady, Ruediger Gad, Martin Kappes, Inmaculada Medina-Bulo:
Using Genetic Algorithms for Deadline-Constrained Monitor Selection in Dynamic Computer Networks. 867-874 - Omer Ozkan, Murat Ermis, Ilker Bekmezci:
A Hybrid Matheuristic Approach for Designing Reliable Wireless Multimedia Sensor Networks. 875-882 - Can Bozdogan, Yasemin Gokcen, Ibrahim Zincir:
A Preliminary Investigation on the Identification of Peer to Peer Network Applications. 883-888 - Lokman Altin, Haluk Rahmi Topcuoglu, Murat Ermis:
Evolutionary Dynamic Optimization Techniques for Marine Contamination Problem. 889-892 - Fariba Haddadi, Nur Zincir-Heywood:
Botnet Detection System Analysis on the Effect of Botnet Evolution and Feature Representation. 893-900
ECCSB'15 Workshop
- Sandro C. Izidoro, Anísio M. Lacerda, Gisele L. Pappa:
MeGASS: Multi-Objective Genetic Active Site Search. 905-910 - Daniel Varela, José Santos Reyes:
Combination of Differential Evolution and Fragment-based Replacements for Protein Structure Prediction. 911-914 - Sune S. Nielsen, Grégoire Danoy, Pascal Bouvry, El-Ghazali Talbi:
NK Landscape Instances Mimicking the Protein Inverse Folding Problem Towards Future Benchmarks. 915-921 - Emmanuel Sapin, Kenneth A. De Jong, Amarda Shehu:
Mapping Multiple Minima in Protein Energy Landscapes with Evolutionary Algorithms. 923-927 - Carlos A. Brizuela, Rosario I. Corona, Christian Lezcano, David O. Rodríguez, José D. Colbes:
An Experimental Analysis of the Performance of SideChain Packing Algorithms. 929-933 - Mario Garza-Fabre, Shaun M. Kandathil, Julia Handl, Joshua D. Knowles, Simon C. Lovell:
Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta. 935-938
VizGEC'15 Workshop
- Edward C. Keedwell, Matthew Barrie Johns, Dragan A. Savic:
Spatial and Temporal Visualisation of Evolutionary Algorithm Decisions in Water Distribution Network Optimisation. 941-948 - António Cruz, Penousal Machado, Filipe Assunção, António Leitão:
ELICIT: Evolutionary Computation Visualization. 949-956 - Liang Lv, Han Huang, Zhao-Quan Cai, Hui Hu:
Using Particle Swarm Large-scale Optimization to Improve Sampling-based Image Matting. 957-961 - David J. Walker:
Visualising Multi-objective Populations with Treemaps. 963-970
IWERML'15 Workshop
- Liang-Yu Chen, Po-Ming Lee, Tzu-Chien Hsiao:
A Novel Representation of Classifier Conditions Named Sensory Tag for the XCS in Multistep Problems. 973-980 - Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata:
The Relationship Between (Un)Fractured Problems and Division of Input Space. 981-987 - Suwimol Jungjit, Alex Alves Freitas:
A Lexicographic Multi-Objective Genetic Algorithm for Multi-Label Correlation Based Feature Selection. 989-996 - Houssem Eddine Nouri, Olfa Belkahla Driss, Khaled Ghédira:
Metaheuristics based on Clustering in a Holonic Multiagent Model for the Flexible Job Shop Problem. 997-1004 - James Brookhouse, Fernando E. B. Otero:
Discovering Regression Rules with Ant Colony Optimization. 1005-1012 - Fábio Manoel França Lobato, Vincent W. Tadaiesky, Igor Meireles de Araújo, Ádamo L. de Santana:
An Evolutionary Missing Data Imputation Method for Pattern Classification. 1013-1019 - Anis Najar, Olivier Sigaud, Mohamed Chetouani:
Socially Guided XCS: Using Teaching Signals to Boost Learning. 1021-1028 - Ryan J. Urbanowicz, Niranjan Ramanand, Jason H. Moore:
Continuous Endpoint Data Mining with ExSTraCS: A Supervised Learning Classifier System. 1029-1036 - Will N. Browne:
Back to the Future: Learning Classifier Systems as Cognitive Systems. 1037 - Keiki Takadama:
A Potential of Evolutionary Rule-based Machine Learning for Real World Applications. 1039-1040
ECADA'15 Workshop
- Sean N. Harris, Travis Bueter, Daniel R. Tauritz:
A Comparison of Genetic Programming Variants for Hyper-Heuristics. 1043-1050 - Matthew A. Martin, Daniel R. Tauritz:
Hyper-Heuristics: A Study On Increasing Primitive-Space. 1051-1058 - Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan:
Synthesis of Parallel Iterative Sorts with Multi-Core Grammatical Evolution. 1059-1066 - Patricia Ryser-Welch, Julian F. Miller, Shahriar Asta:
Generating Human-readable Algorithms for the Travelling Salesman Problem using Hyper-Heuristics. 1067-1074 - Eric O. Scott, Jeffrey K. Bassett:
Learning Genetic Representations for Classes of Real-Valued Optimization Problems. 1075-1082
EvoSoft'15 Workshop
- Aurora Ramírez, José Raúl Romero, Sebastián Ventura:
An Extensible JCLEC-based Solution for the Implementation of Multi-Objective Evolutionary Algorithms. 1085-1092 - Antonio J. Nebro, Juan José Durillo, Matthieu Vergne:
Redesigning the jMetal Multi-Objective Optimization Framework. 1093-1100 - Andreas Scheibenpflug, Andreas Beham, Michael Kommenda, Johannes Karder, Stefan Wagner, Michael Affenzeller:
Simplifying Problem Definitions in the HeuristicLab Optimization Environment. 1101-1108 - Kamil Krynicki, Javier Jaen:
AntElements: An Extensible and Scalable Ant Colony Optimization Middleware. 1109-1116 - Juan Julián Merelo Guervós, Pablo García-Sánchez:
Designing and Modeling a Browser-Based DistributedEvolutionary Computation System. 1117-1124 - Leidy Patricia Garzón-Rodriguez, Henry Alberto Diosa, Sergio Rojas Galeano:
Deconstructing GAs into Visual Software Components. 1125-1132
BBOB'15 Workshop
- Asma Atamna:
Benchmarking IPOP-CMA-ES-TPA and IPOP-CMA-ES-MSR on the BBOB Noiseless Testbed. 1135-1142 - Lukás Bajer, Zbynek Pitra, Martin Holena:
Benchmarking Gaussian Processes and Random Forests Surrogate Models on the BBOB Noiseless Testbed. 1143-1150 - Petr Posík, Petr Baudis:
Dimension Selection in Axis-Parallel Brent-STEP Method for Black-Box Optimization of Separable Continuous Functions. 1151-1158 - Dimo Brockhoff, Bernd Bischl, Tobias Wagner:
The Impact of Initial Designs on the Performance of MATSuMoTo on the Noiseless BBOB-2015 Testbed: A Preliminary Study. 1159-1166
GECCO'15 Student Workshop
- Maria Yaneli Ameca-Alducin, Efrén Mezura-Montes, Nicandro Cruz-Ramírez:
Differential Evolution with a Repair Method to Solve Dynamic Constrained Optimization Problems. 1169-1172 - Anton Bernatskiy, Josh C. Bongard:
Exploiting the Relationship Between Structural Modularity and Sparsity for Faster Network Evolution. 1173-1176 - Arina Buzdalova, Anna Matveeva, Georgiy Korneev:
Selection of Auxiliary Objectives with Multi-Objective Reinforcement Learning. 1177-1180 - Federico Cabassi, Marco Locatelli:
A Computational Comparison of Memetic Differential Evolution Approaches. 1181-1184 - Daniil Chivilikhin, Ilya Ivanov, Anatoly Shalyto:
Inferring Temporal Properties of Finite-State Machine Models with Genetic Programming. 1185-1188 - Hans Degroote, Patrick De Causmaecker:
Towards a Knowledge Base for Performance Data: A Formal Model for Performance Comparison. 1189-1192 - Paloma de las Cuevas Delgado, Juan Julián Merelo Guervós, Pablo García-Sánchez:
Soft Computing Techniques Applied to Corporate and Personal Security. 1193-1196 - Adam Gaier:
Evolutionary Design via Indirect Encoding of Non-Uniform Rational Basis Splines. 1197-1200 - Minami Miyakawa, Keiki Takadama, Hiroyuki Sato:
Control of Crossed Genes Ratio for Directed Mating in Evolutionary Constrained Multi-Objective Optimization. 1201-1204 - Cristian Ramírez-Atencia, Gema Bello Orgaz, María D. R.-Moreno, David Camacho:
A Hybrid MOGA-CSP for Multi-UAV Mission Planning. 1205-1208 - Eric O. Scott, Kenneth A. De Jong:
Evaluation-Time Bias in Asynchronous Evolutionary Algorithms. 1209-1212 - Yuan Sun, Michael Kirley, Saman Kumara Halgamuge:
On the Selection of Decomposition Methods for Large Scale Fully Non-separable Problems. 1213-1216 - Jan Zegklitz, Petr Posík:
Symbolic Regression by Grammar-based Multi-Gene Genetic Programming. 1217-1220