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  • Produktbild: Cultural Algorithms
  • Produktbild: Cultural Algorithms

Cultural Algorithms Tools to Model Complex Dynamic Social Systems

Aus der Reihe IEEE Press Series on Computational Intelligence

155,99 €

inkl. gesetzl. MwSt., Versandkostenfrei

Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

13.11.2020

Verlag

John Wiley & Sons

Seitenzahl

288

Maße (L/B/H)

23,5/15,7/2 cm

Gewicht

562 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-40308-1

Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

13.11.2020

Verlag

John Wiley & Sons

Seitenzahl

288

Maße (L/B/H)

23,5/15,7/2 cm

Gewicht

562 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-40308-1

Herstelleradresse

Libri GmbH
Europaallee 1
36244 Bad Hersfeld
DE

Email: gpsr@libri.de

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  • Produktbild: Cultural Algorithms
  • Produktbild: Cultural Algorithms
  • List of Contributors ix
     
    About the Companion Website xi
     
    1 System Design Using Cultural Algorithms 1
    Robert G. Reynolds
     
    Introduction 1
     
    The Cultural Engine 4
     
    Outline of the Book: Cultural Learning in Dynamic Environments 6
     
    References 10
     
    2 The Cultural Algorithm Toolkit System 11
    Thomas Palazzolo
     
    CAT Overview 11
     
    Downloading and Running CAT 14
     
    The Repast Simphony System 15
     
    Knowledge Sources 15
     
    Fitness Functions 18
     
    ConesWorld 19
     
    The Logistics Function 23
     
    CAT Sample Runs: ConesWorld 24
     
    CAT Sample Runs: Other Problems 32
     
    Reference 34
     
    3 Social Learning in Cultural Algorithms with Auctions 35
    Robert G. Reynolds and Leonard Kinnaird-Heether
     
    Introduction 35
     
    Cultural Algorithms 37
     
    Subcultured Multi-Layered, Deep Heterogeneous Networks 40
     
    Auction Mechanisms 42
     
    The Cultural Engine 45
     
    ConesWorld 47
     
    Experimental Framework 50
     
    Results 50
     
    Conclusions 54
     
    References 55
     
    4 Using Common Value Auction in Cultural Algorithm to Enhance Robustness and Resilience of Social Knowledge Distribution Systems 57
    Anas AL-Tirawi and Robert G. Reynolds
     
    Cultural Algorithms 57
     
    Common Value Auction 62
     
    ConesWorld 64
     
    Dynamic Experimental Framework 66
     
    Results 67
     
    Conclusions and Future Work 73
     
    References 73
     
    5 Optimizing AI Pipelines: A Game-Theoretic Cultural Algorithms Approach 75
    Faisal Waris and Robert G. Reynolds
     
    Introduction 75
     
    Overview of Cultural Algorithms 77
     
    CA Knowledge Distribution Mechanisms 78
     
    Primer on Game Theory 80
     
    Game- Theoretic Knowledge Distribution 81
     
    Continuous-Action Iterated Prisoner's Dilemma 82
     
    Test Results: Benchmark Problem 89
     
    Test Results: Computer Vision Pipeline 92
     
    Conclusions 95
     
    References 96
     
    6 Cultural Algorithms for Social Network Analysis: Case Studies in Team Formation 98
    Kalyani Selvarajah, Ziad Kobti, and Mehdi Kargar
     
    Introduction 98
     
    Application of Social Network 99
     
    Forming Successful Teams 99
     
    Formulating TFP 100
     
    Communication Cost 101
     
    Personnel Cost 101
     
    Distance Cost 102
     
    Workload Balance 102
     
    Why Artificial Intelligence? 103
     
    Cultural Algorithms 103
     
    Forming Teams in Coauthorship Network 104
     
    Individual Representation 105
     
    Fitness Function 107
     
    Belief Space 107
     
    Dataset and Observations 108
     
    Skill Frequency 108
     
    Forming Teams in Health-care Network 108
     
    Individual Representation 113
     
    Fitness Function 114
     
    Dataset and Observation 115
     
    Summary and Conclusion 117
     
    References 117
     
    7 Evolving Emergent Team Strategies in Robotic Soccer using Enhanced Cultural Algorithms 119
    Mostafa Z. Ali, Mohammad I. Daoud, Rami Alazrai, and Robert G. Reynolds
     
    Introduction 119
     
    Related Work 121
     
    The 2D Soccer Simulation Test Bed 122
     
    Evolution of Team Strategies via Cultural Algorithm 124
     
    Experiments and Analysis of Results 132
     
    Conclusion 138
     
    References 139
     
    8 The Use of Cultural Algorithms to Learn the Impact of Climate on Local Fishing Behavior in Cerro Azul, Peru 143
    Khalid Kattan, Robert G. Reynolds, and Samuel Dustin Stanley
     
    Introduction 143
     
    An Overview of the Cerro Azul Fishing Dataset 143
     
    Data Mini