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Cultural algorithms : tools to model complex dynamic social systems / Robert G. Reynolds.
- Format:
- Book
- Author/Creator:
- Reynolds, Robert G., author.
- Series:
- IEEE series on computational intelligence
- IEEE Press series on computational intelligence
- Language:
- English
- Subjects (All):
- Social systems--Mathematical models.
- Social systems.
- Culture--Mathematical models.
- Culture.
- Algorithms.
- Social intelligence.
- Computational intelligence.
- Physical Description:
- 1 online resource (xi, 264 pages) : illustrations (chiefly color).
- Place of Publication:
- Piscataway, NJ : IEEE Press ; Hoboken, New Jersey : John Wiley & Sons, Inc., [2021]
- System Details:
- text file
- 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
- Cultural Algorithms
- Subcultured Heterogeneous Networks
- Auction Mechanisms
- 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
- Common Value Auction
- Dynamic Experimental Framework
- Conclusions and Future Work
- 5. Optimizing AI Pipelines: A Game-Theoretic Cultural Algorithms Approach
- 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
- 6. Cultural Algorithms for Social Network Analysis
- Case Studies in Team Formation
- Application of Social Network
- Forming Successful Teams
- Formulating TFP
- Communication Cost
- Personnel Cost
- Distance Cost
- Workload Balance
- Why Artificial Intelligence?
- 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
- Related Work
- The 2D Soccer Simulation Testbed
- Evolution of team strategies via Cultural Algorithm
- Experiments and Analysis of Results
- Conclusion
- 8. The Use of Cultural Algorithms to Learn the Impact of Climate on Local Fishing Behavior in Cerro Azul, Peru
- 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
- 9. CAPSO: A Parallelized Multiobjective Cultural Algorithm Particle Swarm Optimizer
- Multi-Objective Optimization
- 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 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
- Conclusions.
- Notes:
- Includes bibliographical references and index.
- Electronic reproduction. Hoboken, N.J. Available via World Wide Web.
- Description based on online resource; title from digital title page (viewed on February 24, 2021).
- Other Format:
- Print version: Reynolds, Robert G.. Cultural algorithms
- ISBN:
- 9781119403111
- 1119403111
- 9781119403098
- 111940309X
- 9781119403104
- 1119403103
- Publisher Number:
- 40030385795
- Access Restriction:
- Restricted for use by site license.
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