Cultural Algorithms

Tools to Model Complex Dynamic Social Systems

A thorough look at how societies can use cultural algorithms to understand human social evolution


For those working in computational intelligence, developing an understanding of how cultural algorithms and social intelligence form the essential framework for the evolution of human social interaction is essential. Les mer
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Vår pris: 1377,-

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Leveringstid: Sendes innen 7 virkedager
På grunn av Brexit-tilpasninger og tiltak for å begrense covid-19 kan det dessverre oppstå forsinket levering.

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A thorough look at how societies can use cultural algorithms to understand human social evolution


For those working in computational intelligence, developing an understanding of how cultural algorithms and social intelligence form the essential framework for the evolution of human social interaction is essential. This book, Cultural Algorithms: Tools to Model Complex Dynamic Social Systems, is the foundation of that study. It showcases how we can use cultural algorithms to organize social structures and develop socio-political systems that work.


For such a vast topic, the text covers everything from the history of the development of cultural algorithms and the basic framework with which it was organized. Readers will also learn how other nature-inspired algorithms can be expressed and how to use social metrics to assess the performance of various algorithms.


In addition to these topics, the book covers topics including:





The CAT system including the Repast Simphony System and CAT Sample Runs

How to problem solve using social networks in cultural algorithms with auctions

Understanding Common Value Action to enhance Social Knowledge Distribution Systems

Case studies on team formations

An exploration of virtual worlds using cultural algorithms



For industry professionals or new students, Cultural Algorithms provides an impactful and thorough look at both social intelligence and how human social evolution translates into the modern world.

Fakta

Innholdsfortegnelse

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