[eBook Code] Cultural Algorithms (eBook Code, 1st)

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