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Cultural algorithms : tools to model complex dynamic social systems /

""The Foundations of Social Intelligence" covers a wide range of the basic framework of cultural algorithms, from the history of its development to how other nature-inspired algorithms can be expressed. It also demonstrates how the social organizational structures that make up human s...

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Bibliographic Details
Main Author: Reynolds, Robert G. (Author)
Format: eBook
Language:English
Published: Piscataway, NJ : Hoboken, New Jersey : IEEE Press ; John Wiley & Sons, Inc., [2021]
Series:IEEE series on computational intelligence.
Subjects:
Social systems > Mathematical models.
Culture > Mathematical models.
Algorithms.
Social intelligence.
Computational intelligence.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • 1. System Design Using Cultural Algorithms
  • Introduction
  • The Cultural Engine
  • Outline of the Book: Cultural Learning in Dynamic Environments
  • 2. The Cultural Algorithms Toolkit
  • Cultural Algorithms Toolkit Overview
  • Downloading and Running CAT
  • The Repast Simphony System
  • Knowledge Sources
  • Fitness Functions
  • Conesworld
  • The Logistics Function
  • Cultural Algorithms Toolkit Sample Runs: Conesworld
  • Cultural Algorithms Toolkit Sample Runs: Other Problems
  • 3. Problem Solving Using Social Networks in Cultural Algorithms with Auctions
  • Introduction
  • Cultural Algorithms
  • Subcultured Heterogeneous Networks
  • Auction Mechanisms
  • The Cultural Engine
  • Cones World
  • Experimental Framework
  • Results
  • Conclusions
  • References
  • 4. Using Common Value Auction In Cultural Algorithm to Enhance Robustness and Resilience of Social Knowledge Distribution Systems
  • Cultural Algorithms
  • Common Value Auction
  • Cones World
  • Dynamic Experimental Framework
  • Results
  • Conclusions and Future Work
  • 5. Optimizing AI Pipelines: A Game-Theoretic Cultural Algorithms Approach
  • Introduction
  • Overview of Cultural Algorithms
  • Cultural Algorithms 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
  • 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 Co-authorship Network
  • Individual Representation
  • Fitness Function
  • Belief Space
  • Dataset and Observations
  • Skill Frequency
  • Forming Teams in Healthcare Network
  • Individual Representation.
  • Fitness Function
  • Dataset and Observation
  • Summary and Conclusion
  • 7. Evolving Emergent Team Strategies in Robotic Soccer using Enhanced Cultural Algorithms
  • Abstract
  • Introduction
  • Related Work
  • The 2D Soccer Simulation Testbed
  • Evolution of team strategies via Cultural Algorithm
  • Experiments and Analysis of Results
  • Conclusion
  • References
  • 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 Data Set
  • Data Mining at the Macro, Meso, and Micro Levels
  • Cultural Algorithms and Multi-Objective Optimization
  • The Artisanal Fishing Model
  • The Experimental Results
  • Statistical Validation
  • Conclusions and Future Work
  • 9. CAPSO: A Parallelized Multiobjective Cultural Algorithm Particle Swarm Optimizer
  • Introduction
  • Multi-Objective Optimization
  • Cultural Algorithms
  • CAPSO Knowledge Structures
  • Tracking Knowledge Source Progress (Other than Topographic)
  • CAPSO Algorithm Pseudocode
  • Multiple Runs
  • Benchmark Problems Comparison
  • Overall Summary of Results
  • Other Applications
  • 10. Exploring Virtual Worlds with Cultural Algorithms: Ancient Alpena-Amberley Land Bridge
  • Archaeological Challenges
  • Generalized Framework
  • The Land Bridge Hypothesis
  • Origin and Form
  • Putting Data to Work
  • Path-Finding and Planning
  • Identifying Good Locations
  • Cultural Algorithms
  • Cultural Algorithm Mechanisms
  • The Composition of the Belief Space
  • Future Work
  • Path Planning Strategy
  • Local Tactics
  • Detailed Locational Information
  • Extending the Cultural Algorithms
  • Human Presence in the Virtual World
  • Increasing the Complexity
  • Updated Path-Planning Results
  • The Fully Rendered Land Bridge
  • Pathfinder Mechanisms
  • Results
  • Conclusions.