Atnaujinkite slapukų nuostatas

Computational Aspects of Cooperative Game Theory [Minkštas viršelis]

4.00/5 (10 ratings by Goodreads)
Kitos knygos pagal šią temą:
Kitos knygos pagal šią temą:
Cooperative game theory is a branch of (micro-)economics that studies the behavior of self-interested agents in strategic settings where binding agreements among agents are possible.

Our aim in this book is to present a survey of work on the computational aspects of cooperative game theory. We begin by formally defining transferable utility games in characteristic function form, and introducing key solution concepts such as the core and the Shapley value. We then discuss two major issues that arise when considering such games from a computational perspective: identifying compact representations for games, and the closely related problem of efficiently computing solution concepts for games. We survey several formalisms for cooperative games that have been proposed in the literature, including, for example, cooperative games defined on networks, as well as general compact representation schemes such as MC-nets and skill games. As a detailed case study, we consider weighted voting games: a widely-used and practically important class of cooperative games that inherently have a natural compact representation. We investigate the complexity of solution concepts for such games, and generalizations of them.

We briefly discuss games with non-transferable utility and partition function games. We then overview algorithms for identifying welfare-maximizing coalition structures and methods used by rational agents to form coalitions (even under uncertainty), including bargaining algorithms. We conclude by considering some developing topics, applications, and future research directions.
Preface xv
Acknowledgments xvii
Summary of Key Notation 1(4)
1 Introduction
5(6)
1.1 Why are Non-Cooperative Games Non-Cooperative?
6(2)
1.2 Computational Problems in Game Theory
8(1)
1.3 The Remainder of This Book
9(1)
1.4 Further Reading
10(1)
2 Basic Concepts
11(26)
2.1 Characteristic Function Games
11(6)
2.1.1 Outcomes
13(1)
2.1.2 Subclasses of Characteristic Function Games
14(3)
2.2 Solution Concepts
17(20)
2.2.1 Shapley Value
17(5)
2.2.2 Banzhaf Index
22(1)
2.2.3 Core and Core-Related Concepts
23(9)
2.2.4 Nucleolus
32(1)
2.2.5 Kernel
33(1)
2.2.6 Bargaining Set
33(1)
2.2.7 Stable Set
34(3)
3 Representations and Algorithms
37(12)
3.1 Combinatorial Optimization Games
38(5)
3.1.1 Induced Subgraph Games
38(2)
3.1.2 Network Flow Games
40(2)
3.1.3 Assignment and Matching Games
42(1)
3.1.4 Minimum Cost Spanning Tree Games
42(1)
3.1.5 Facility Location Games
42(1)
3.2 Complete Representations
43(4)
3.2.1 Marginal Contribution Nets
43(2)
3.2.2 Synergy Coalition Groups
45(1)
3.2.3 Skill-Based Representations
45(1)
3.2.4 Algebraic Decision Diagrams
46(1)
3.3 Oracle Representation
47(2)
4 Weighted Voting Games
49(22)
4.1 Definition and Examples
49(2)
4.2 Dummies and Veto Players
51(7)
4.2.1 Power and Weight
52(3)
4.2.2 Computing the Power Indices
55(2)
4.2.3 Paradoxes of Power
57(1)
4.3 Stability in Weighted Voting Games
58(7)
4.3.1 The Least Core, the Cost of Stability, and the Nucleolus
60(5)
4.4 Vector Weighted Voting Games
65(6)
4.4.1 Computing the Dimension of a Simple Game
67(4)
5 Beyond Characteristic Function Games
71(16)
5.1 Non-transferable Utility Games
71(13)
5.1.1 Formal Model
72(3)
5.1.2 Hedonic Games
75(4)
5.1.3 Qualitative Games
79(5)
5.2 Partition Function Games
84(3)
6 Coalition Structure Formation
87(20)
6.1 Coalition Structure Generation
87(5)
6.1.1 Dynamic Programming
88(1)
6.1.2 Anytime Algorithms
89(3)
6.2 Coalition Formation by Selfish Rational Agents
92(10)
6.2.1 Coalition Formation Via Bargaining
93(1)
6.2.2 Dynamic Coalition Formation
94(2)
6.2.3 Coalition Formation Under Uncertainty
96(6)
6.3 Coalition Formation and Learning
102(5)
7 Advanced Topics
107(14)
7.1 Links between Cooperative and Non-cooperative Games
107(4)
7.1.1 Cooperation in Normal-Form Games
107(2)
7.1.2 Non-Cooperative Justifications of Cooperative Solution Concepts
109(1)
7.1.3 Program Equilibrium
109(2)
7.2 Using Mechanism Design for Coalition Formation
111(1)
7.2.1 Anonymity-Proof Solution Concepts
112(1)
7.3 Overlapping and Fuzzy Coalition Formation
112(2)
7.4 Logical Approaches to Cooperative Game Theory
114(1)
7.5 Applications
115(3)
7.5.1 Coalitions in Communication Networks
115(1)
7.5.2 Coalitions in the Electricity Grid
116(2)
7.5.3 Core-Selecting Auctions
118(1)
7.6 Research Directions
118(3)
Bibliography 121(24)
Authors' Biographies 145(2)
Index 147