Table of Contents
1 Cover
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
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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 Frequency
Forming Teams in Health‐care Network
Individual Representation