| Description |
1 online resource (329 p.) |
| Series |
IEEE Press Series on Computational Intelligence Ser |
|
IEEE Press Series on Computational Intelligence Ser
|
| Contents |
Cover -- Title Page -- Copyright Page -- Contents -- List of Contributors -- About the Companion Website -- Chapter 1 System Design Using Cultural Algorithms -- Introduction -- The Cultural Engine -- Zeroth Law of Thermodynamics, About Thermal Equilibrium -- First Law of Thermodynamics, About the Conservation of Energy -- Second Law of Thermodynamics, About Entropy -- Third Law of Thermodynamics, About the Absolute Zero of Temperature -- Outline of the Book: Cultural Learning in Dynamic Environments -- References -- Chapter 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 -- Chapter 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 |
|
Chapter 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 -- Chapter 5 Optimizing AI Pipelines: A Game-Theoretic Cultural Algorithms Approach -- Introduction -- Overview of Cultural Algorithms -- CA Knowledge Distribution Mechanisms -- Primer on Game Theory -- Game-Theoretic Knowledge Distribution -- Continuous-Action Iterated Prisoner's Dilemma -- Play -- Payoff |
|
Outcome -- Learning Rate Adjustment -- Test Results: Benchmark Problem -- Test Results: Computer Vision Pipeline -- Conclusions -- References -- Chapter 6 Cultural Algorithms for Social Network Analysis: Case Studies in Team Formation -- 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 -- Fitness Function -- Dataset and Observation -- Summary and Conclusion -- References -- Chapter 7 Evolving Emergent Team Strategies in Robotic Soccer using Enhanced Cultural Algorithms -- Introduction -- Related Work -- The 2D Soccer Simulation Test Bed -- Prototyping Environment Motivation -- Simulator Overview -- Teams -- Evolution of Team Strategies via Cultural Algorithm -- Basic Engine of CA -- Knowledge Sources in CA -- Evolution of Team Strategies -- Modified Cultural Algorithm |
| Notes |
Description based upon print version of record |
| Form |
Electronic book
|
| ISBN |
9781119403104 |
|
1119403103 |
|
