Читать книгу Cultural Algorithms - Robert G. Reynolds - Страница 2
Table of Contents
Оглавление1 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
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 Frequency Forming Teams in Health‐care Network Individual Representation Fitness Function Dataset and Observation Summary and Conclusion References Notes
12 7 Evolving Emergent Team Strategies in Robotic Soccer using Enhanced Cultural Algorithms Introduction Related Work The 2D Soccer Simulation Test Bed Evolution of Team Strategies via Cultural Algorithm Experiments and Analysis of Results Conclusion References
13 8 The Use of Cultural Algorithms to Learn the Impact of Climate on Local Fishing Behavior in Cerro Azul, Peru Introduction An Overview of the Cerro Azul Fishing Dataset Data Mining at the Macro, Meso, and Micro Levels Cultural Algorithms and Multiobjective Optimization The Artisanal Fishing Model The Experimental Results Statistical Validation Conclusions and Future Work References Note
14 9 CAPSO: A Parallelized Multiobjective Cultural Algorithm Particle Swarm Optimizer Introduction Multiobjective Optimization Cultural Algorithms CAPSO Knowledge Structures Tracking Knowledge Source Progress (Other than Topographic) CAPSO Algorithm Pseudocode Multiple Runs Comparison of Benchmark Problems Overall Summary of Results Other Applications References Note
15 10 Exploring Virtual Worlds with Cultural Algorithms Archaeological Challenges Generalized Framework The Land Bridge Hypothesis Origin and Form Putting Data to Work Pathfinding and Planning Identifying Good Locations: The Hotspot Finder Cultural Algorithms Cultural Algorithm Mechanisms The Composition of the Belief Space Future Work Path Planning Strategy Local Tactics Detailed Locational Information Extending the CA Human Presence in the Virtual World Increasing the Complexity Updated Path‐Planning Results in Unity The Fully Rendered Land Bridge Pathfinder Mechanisms Results Conclusions References Note
16 Index
