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Book synopsis

This carefully edited book puts together the state of the art and recent advances in knowledge incorporation in evolutionary computation within a unified framework. The book provides a comprehensive self-contained view of knowledge incorporation in evolutionary computation including a concise introduction to evolutionary algorithms as well as knowledge representation methods. Knowledge Incorporation in Evolutionary Computation is a valuable reference for researchers, students and professionals from engineering and computer science, in particular in the areas of artificial intelligence, soft computing, natural computing, and evolutionary computation. TOC:From the contents: Part I: Introduction.- A Selected Introduction to Evolutionary Computation.- Part II: Knowledge Incorporation in Initialization, Recombination and Mutation.- The Use of Collective Memory in Genetic Programming.- A Cultural Algorithm for Solving the Job Shop Scheduling Problem.- Part III: Knowledge Incorporation in Selection and Reproduction.- Learning Probabilistic Models for Enhanced Evolutionary Computation.- Probabilistic Models for Linkage Learning in Forest Management.- Part IV: Knowledge Incorporation in Fitness Evaluations.- Neural Networks for Fitness Approximation in Evolutionary Optimization.- Part V: Knowledge Incorporation Through Lifetime Learning and Human-Computer Interactions.- Knowledge Incorporation Through Lifetime Learning.- Part VI: Preference Incorporation in Multi-objective Evolutionary Computation.- Integrating User Preferences into Evolutionary Multi-Objective Optimization.

Book details

Book category Books in English Computing & information technology Computer science

• Full title: Knowledge Incorporation in Evolutionary Computation
• Author: Y. Jin
• Language: English
• Binding: Hardback
• Number of pages: 548
• EAN: 9783540229025
• ISBN: 3540229027
• ID: 01559721
• Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
• Weight: 2140 g
• Dimensions: 235 × 155 × 35 mm
• Date of publishing: 20. October 2004

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