Cultural Algorithms. Robert G. Reynolds

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      1  Cover

      2  Title Page

      3  Copyright Page

      4  List of Contributors

      5  About the Companion Website

      6  1 System Design Using Cultural Algorithms Introduction The Cultural Engine Outline of the Book: Cultural Learning in Dynamic Environments References Note

      7  2 The Cultural Algorithm Toolkit System CAT Overview Downloading and Running CAT The Repast Simphony System Knowledge Sources Fitness Functions ConesWorld The Logistics Function CAT Sample Runs: ConesWorld CAT Sample Runs: Other Problems Reference Note

      8  3 Social Learning in Cultural Algorithms with Auctions Introduction Cultural Algorithms Subcultured Multi‐Layered, Deep Heterogeneous Networks Auction Mechanisms The Cultural Engine ConesWorld Experimental Framework Results Conclusions References Note

      9  4 Using Common Value Auction in Cultural Algorithm to Enhance Robustness and Resilience of Social Knowledge Distribution Systems Cultural Algorithms Common Value Auction ConesWorld Dynamic Experimental Framework Results Conclusions and Future Work References Note

      10  5 Optimizing AI Pipelines Introduction Overview of Cultural Algorithms CA Knowledge Distribution Mechanisms Primer on Game Theory Game‐Theoretic Knowledge Distribution Continuous‐Action Iterated Prisoner's Dilemma Test Results: Benchmark Problem Test Results: Computer Vision Pipeline Conclusions References Note

      11  6 Cultural Algorithms for Social Network Analysis Introduction Application of Social Network Forming Successful Teams Formulating TFP Communication Cost Personnel Cost Distance Cost Workload Balance Why Artificial Intelligence? Cultural Algorithms Forming Teams in Coauthorship Network Individual Representation Fitness Function Belief Space Dataset and Observations Skill СКАЧАТЬ