Knowledge incorporation in evolutionary computation / ed. by Jin Y. - Berlin: Springer, 2005. - xiii, 548 p.: fig., tab. - (Studies in fuzziness and soft computing; 167). - ISBN 3-540-22902-7; ISSN 1434-9922  Место хранения:   017 | Институт автоматики и электрометрии CO РАН | Новосибирск | Библиотека

Оглавление / Contents

Part I. Introduction A Selected Introduction to Evolutionary Computation Xin Yao ...................................................... 3 Part II. Knowledge Incorporation in Initialization, and Mutation Recombination The Use of Collective Memory in Genetic Programming Keith Bearpark, Andy J. Keane ............................... 15 A Cultural Algorithm for Solving the Job Shop Scheduling Problem Ricardo Landa Becerra, Carlos A. Coello Coello .............. 37 Case-Initialized Genetic Algorithms for Knowledge Extraction and Incorporation Judy Johnson, Sushil J. Louis ............................... 57 Using Cultural Algorithms to Evolve Strategies in A Complex Agent-based System David A. Ostrowski, Robert G. Reynolds ...................... 81 Methods for Using Surrogate Models to Speed Up Genetic Algorithm Optimization: Informed Operators and Genetic Engineering Khaled Rasheed, Xiao Ni, Swaroop Vattam .................... 103 Fuzzy Knowledge Incorporation in Crossover and Mutation Jun Zhang, Henry S.H. Chung, Alan W.L. Lo, B.J. Нu ......... 123 Part III. Knowledge Incorporation in Selection and Reproduction Learning Probabilistic Models for Enhanced Evolutionary Computation Peter A.N. Bosman, Dirk Thierens ........................... 147 Probabilistic Models for Linkage Learning in Forest Management Els I. Ducheyne, B. De Baets, R. De Wulf ................... 177 Performance-Based Computation of Chromosome Lifetimes in Genetic Algorithms Adnan Acan, Yiice Tekol .................................... 195 Genetic Algorithm and Case-Based Reasoning Applied in Production Scheduling Pei-Chann Chang, Jih-Chang Hsieh, Yen-Wen Wang ............. 215 Knowledge-Based Evolutionary Search for Inductive Concept Learning Federico Divina, Elena Marchiori ........................... 237 An Evolutionary Algorithm with Tabu Restriction and Heuristic Reasoning for Multiobjective Optimization E.F. Khor, К.С. Tan, Y.J. Yang ............................. 255 Part IV. Knowledge Incorporation in Fitness Evaluations Neural Networks for Fitness Approximation in Evolutionary Optimization Yaochu Jin, Michael Hüsken, Markus Olhofer, Bernhard Sendhoff .......................................... 281 Surrogate-Assisted Evolutionary Optimization Frameworks for High-Fidelity Engineering Design Problems Yew Soon Ong, P.B. Nair, A.J. Keane, K.W. Wong ............. 307 Model Assisted Evolution Strategies Holger Ulmer, Felix Streichert, Andreas Zell ............... 333 Part V. Knowledge Incorporation through Life-time Learning and Human-Computer Interactions Knowledge Incorporation Through Lifetime Learning Kim W.С. Ku, M.W. Мак ...................................... 359 Local Search Direction for Multi-Objective Optimization Using Memetic EMO Algorithms Tadahiko Murata, Shiori Kaige and Hisao Ishibuchi .......... 385 Fashion Design Using Interactive Genetic Algorithm with Knowledge-based Encoding Hee-Su Kim, Sung-Bae Cho ................................... 411 Interactive Evolutionary Design Ian С Parmee, Johnson A. Abraham ........................... 435 Part VI. Preference Incorporation in Multi-objective Evolutionary Computation Integrating User Preferences into Evolutionary Multi-Objective Optimization Jtirgen Branke, Kalyanmoy Deb .............................. 461 Human Preferences and their Applications in Evolutionary Multi-Objective Optimization Dragan Cvetkovic, Carlos A. Coello Coello .................. 479 An Interactive Fuzzy Satisficing Method for Multiobjective Integer Programming Problems through Genetic Algorithms Kosuke Koto, Cahit Perkgoz, Masatoshi Sakawa ............... 503 Interactive Preference Incorporation in Evolutionary Engineering Design Jiachuan Wang, Janis P. Terpenny ........................... 525 Index ......................................................... 545