Coalitional Value

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Interpretable Machine Learning

Author : Christoph Molnar
Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

A Game-Theoretic Perspective on Coalition Formation

Author : Debraj Ray
Publisher : Oxford University Press
ISBN 13 : 019920795X
Total Pages : 336 pages
Book Rating : 4.1/5 (992 download)

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Book Synopsis A Game-Theoretic Perspective on Coalition Formation by : Debraj Ray

Download or read book A Game-Theoretic Perspective on Coalition Formation written by Debraj Ray and published by Oxford University Press. This book was released on 2007-11 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Drawing upon and extending his inaugural Lipsey Lectures, Debraj Ray looks at coalition formation from the perspective of game theory. Ray brings together developments in both cooperative and noncooperative game theory to study the analytics of coalition formation and binding agreements.

Coalitional Value

Author : Mordecai Kurz
Publisher :
ISBN 13 :
Total Pages : 32 pages
Book Rating : 4.:/5 (466 download)

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Book Synopsis Coalitional Value by : Mordecai Kurz

Download or read book Coalitional Value written by Mordecai Kurz and published by . This book was released on 1987 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Game Theoretic Analysis

Author : Leon A Petrosyan
Publisher : World Scientific
ISBN 13 : 9811202028
Total Pages : 621 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Game Theoretic Analysis by : Leon A Petrosyan

Download or read book Game Theoretic Analysis written by Leon A Petrosyan and published by World Scientific. This book was released on 2019-10-14 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a collection of recent novel contributions in game theory from a group of prominent authors in the field. It covers Non-cooperative Games, Equilibrium Analysis, Cooperative Games and Axiomatic Values in static and dynamic contexts.Part 1: Non-cooperative Games and Equilibrium AnalysisIn game theory, a non-cooperative game is a game with competition between individual players and in which only self-enforcing (e.g. through credible threats) alliances (or competition between groups of players, called 'coalitions') are possible due to the absence of external means to enforce cooperative behavior (e.g. contract law), as opposed to cooperative games. In fact, non-cooperative games are the foundation for the development of cooperative games by acting as the status quo. Non-cooperative games are generally analysed through the framework of equilibrium, which tries to predict players' individual strategies and payoffs. Indeed, equilibrium analysis is the centre of non-cooperative games. This volume on non-cooperative games and equilibrium analysis contains a variety of non-cooperative games and non-cooperative game equilibria from prominent authors in the field.Part 2: Cooperative Games and Axiomatic ValuesIt is well known that non-cooperative behaviours, in general, would not lead to a Pareto optimal outcome. Highly undesirable outcomes (like the prisoner's dilemma) and even devastating results (like the tragedy of the commons) could appear when the involved parties only care about their individual interests in a non-cooperative situation. Cooperative games offer the possibility of obtaining socially optimal and group efficient solutions to decision problems involving strategic actions. In addition, axiomatic values serve as guidance for establishing cooperative solutions. This volume on cooperative games and axiomatic values presents a collection of cooperative games and axiomatic values from prominent authors in the field.

ECAI 2010

Author : European Coordinating Committee for Artificial Intelligence
Publisher : IOS Press
ISBN 13 : 160750605X
Total Pages : 1184 pages
Book Rating : 4.6/5 (75 download)

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Book Synopsis ECAI 2010 by : European Coordinating Committee for Artificial Intelligence

Download or read book ECAI 2010 written by European Coordinating Committee for Artificial Intelligence and published by IOS Press. This book was released on 2010 with total page 1184 pages. Available in PDF, EPUB and Kindle. Book excerpt: LC copy bound in 2 v.: v. 1, p. 1-509; v. 2, p. [509]-1153.

The Shapley Value

Author : Alvin E. Roth
Publisher : Cambridge University Press
ISBN 13 : 1107717213
Total Pages : 342 pages
Book Rating : 4.1/5 (77 download)

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Book Synopsis The Shapley Value by : Alvin E. Roth

Download or read book The Shapley Value written by Alvin E. Roth and published by Cambridge University Press. This book was released on 1988-10-28 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: Composed in honour of the sixty-fifth birthday of Lloyd Shapley, this volume makes accessible the large body of work that has grown out of Shapley's seminal 1953 paper. Each of the twenty essays concerns some aspect of the Shapley value. Three of the chapters are reprints of the 'ancestral' papers: Chapter 2 is Shapley's original 1953 paper defining the value; Chapter 3 is the 1954 paper by Shapley and Shubik applying the value to voting models; and chapter 19 is Shapley's 1969 paper defining a value for games without transferable utility. The other seventeen chapters were contributed especially for this volume. The first chapter introduces the subject and the other essays in the volume, and contains a brief account of a few of Shapley's other major contributions to game theory. The other chapters cover the reformulations, interpretations and generalizations that have been inspired by the Shapley value, and its applications to the study of coalition formulation, to the organization of large markets, to problems of cost allocation, and to the study of games in which utility is not transferable.

Partition Function Form Games

Author : László Á. Kóczy
Publisher : Springer
ISBN 13 : 3319698419
Total Pages : 320 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Partition Function Form Games by : László Á. Kóczy

Download or read book Partition Function Form Games written by László Á. Kóczy and published by Springer. This book was released on 2018-04-13 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a systematic overview on partition function form games: a game form in cooperative game theory to integrate externalities for various applications. Cooperative game theory has been immensely useful to study a wide range of issues, but the standard approaches ignore the side effects of cooperation. Recently interest shifted to problems where externalities play the main roles such as models of cooperation in market competition or the shared use of public resources. Such problems require richer models that can explicitly evaluate the side-effects of cooperation. In partition function form games the value of cooperation depends on the outsiders' actions. A recent surge of interest driven by applications has made results very fragmented. This book offers an accessible, yet comprehensive and systematic study of properties, solutions and applications of partition function games surveying both theoretical results and their applications. It assembles a survey of existing research and smaller original results as well as original interpretations and comparisons. The book is self-contained and accessible for readers with little or no knowledge of cooperative game theory.

Mathematical Principles of the Internet, Two Volume Set

Author : Nirdosh Bhatnagar
Publisher : CRC Press
ISBN 13 : 1351379216
Total Pages : 1768 pages
Book Rating : 4.3/5 (513 download)

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Book Synopsis Mathematical Principles of the Internet, Two Volume Set by : Nirdosh Bhatnagar

Download or read book Mathematical Principles of the Internet, Two Volume Set written by Nirdosh Bhatnagar and published by CRC Press. This book was released on 2019-03-18 with total page 1768 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set on Mathematical Principles of the Internet provides a comprehensive overview of the mathematical principles of Internet engineering. The books do not aim to provide all of the mathematical foundations upon which the Internet is based. Instead, these cover only a partial panorama and the key principles. Volume 1 explores Internet engineering, while the supporting mathematics is covered in Volume 2. The chapters on mathematics complement those on the engineering episodes, and an effort has been made to make this work succinct, yet self-contained. Elements of information theory, algebraic coding theory, cryptography, Internet traffic, dynamics and control of Internet congestion, and queueing theory are discussed. In addition, stochastic networks, graph-theoretic algorithms, application of game theory to the Internet, Internet economics, data mining and knowledge discovery, and quantum computation, communication, and cryptography are also discussed. In order to study the structure and function of the Internet, only a basic knowledge of number theory, abstract algebra, matrices and determinants, graph theory, geometry, analysis, optimization theory, probability theory, and stochastic processes, is required. These mathematical disciplines are defined and developed in the books to the extent that is needed to develop and justify their application to Internet engineering.

Handbook of the Shapley Value

Author : Encarnación Algaba
Publisher : CRC Press
ISBN 13 : 1351241397
Total Pages : 472 pages
Book Rating : 4.3/5 (512 download)

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Book Synopsis Handbook of the Shapley Value by : Encarnación Algaba

Download or read book Handbook of the Shapley Value written by Encarnación Algaba and published by CRC Press. This book was released on 2019-12-06 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of the Shapley Value contains 24 chapters and a foreword written by Alvin E. Roth, who was awarded the Nobel Memorial Prize in Economic Sciences jointly with Lloyd Shapley in 2012. The purpose of the book is to highlight a range of relevant insights into the Shapley value. Every chapter has been written to honor Lloyd Shapley, who introduced this fascinating value in 1953. The first chapter, by William Thomson, places the Shapley value in the broader context of the theory of cooperative games, and briefly introduces each of the individual contributions to the volume. This is followed by a further contribution from the editors of the volume, which serves to introduce the more significant features of the Shapley value. The rest of the chapters in the book deal with different theoretical or applied aspects inspired by this interesting value and have been contributed specifically for this volume by leading experts in the area of Game Theory. Chapters 3 through to 10 are more focused on theoretical aspects of the Shapley value, Chapters 11 to 15 are related to both theoretical and applied areas. Finally, from Chapter 16 to Chapter 24, more attention is paid to applications of the Shapley value to different problems encountered across a diverse range of fields. As expressed by William Thomson in the Introduction to the book, "The chapters contribute to the subject in several dimensions: Mathematical foundations; axiomatic foundations; computations; applications to special classes of games; power indices; applications to enriched classes of games; applications to concretely specified allocation problems: an ever-widening range, mapping allocation problems into games or implementation." Nowadays, the Shapley value continues to be as appealing as when it was first introduced in 1953, or perhaps even more so now that its potential is supported by the quantity and quality of the available results. This volume collects a large amount of work that definitively demonstrates that the Shapley value provides answers and solutions to a wide variety of problems.

Contributions to the Theory of Games (AM-28), Volume II

Author : Harold William Kuhn
Publisher : Princeton University Press
ISBN 13 : 1400881978
Total Pages : 408 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Contributions to the Theory of Games (AM-28), Volume II by : Harold William Kuhn

Download or read book Contributions to the Theory of Games (AM-28), Volume II written by Harold William Kuhn and published by Princeton University Press. This book was released on 2016-03-02 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: These two new collections, numbers 28 and 29 respectively in the Annals of Mathematics Studies, continue the high standard set by the earlier Annals Studies 20 and 24 by bringing together important contributions to the theories of games and of nonlinear differential equations.

Game Theory and Economic Analysis

Author : Christian Schmidt
Publisher : Routledge
ISBN 13 : 1134511175
Total Pages : 362 pages
Book Rating : 4.1/5 (345 download)

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Book Synopsis Game Theory and Economic Analysis by : Christian Schmidt

Download or read book Game Theory and Economic Analysis written by Christian Schmidt and published by Routledge. This book was released on 2002-06-20 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the huge variety of current contributions of game theory to economics. The impressive contributions fall broadly into two categories. Some lay out in a jargon free manner a particular branch of the theory, the evolution of one of its concepts, or a problem, that runs through its development. Others are original pieces of work tha

Current Topics in Artificial Intelligence

Author : Roque Marín
Publisher : Springer
ISBN 13 : 3540459154
Total Pages : 496 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Current Topics in Artificial Intelligence by : Roque Marín

Download or read book Current Topics in Artificial Intelligence written by Roque Marín and published by Springer. This book was released on 2006-10-13 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refered post-proceedings of the 11th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2005, held in Santiago de Compostela, Spain in November 2005. The 48 revised full papers presented together with an invited paper were carefully selected. The papers span the entire spectrum of artificial intelligence from foundational and theoretical issues to advanced applications in various fields.

Game Practice

Author : Ignacio García-Jurado
Publisher :
ISBN 13 :
Total Pages : 412 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Game Practice by : Ignacio García-Jurado

Download or read book Game Practice written by Ignacio García-Jurado and published by . This book was released on 2002 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Collective Rationality

Author : Paul Weirich
Publisher : Oxford University Press
ISBN 13 : 019974145X
Total Pages : 283 pages
Book Rating : 4.1/5 (997 download)

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Book Synopsis Collective Rationality by : Paul Weirich

Download or read book Collective Rationality written by Paul Weirich and published by Oxford University Press. This book was released on 2009-12-01 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: Groups of people perform acts that are subject to standards of rationality. A committee may sensibly award fellowships, or may irrationally award them in violation of its own policies. A theory of collective rationality defines collective acts that are evaluable for rationality and formulates principles for their evaluation. This book argues that a group's act is evaluable for rationality if it is the products of acts its members fully control. It also argues that such an act is collectively rational if the acts of the group's members are rational. Efficiency is a goal of collective rationality, but not a requirement, except in cases where conditions are ideal for joint action and agents have rationally prepared for joint action. The people engaged in a game of strategy form a group, and the combination of their acts yields a collective act. If their collective act is rational, it constitutes a solution to their game. A theory of collective rationality yields principles concerning solutions to games. One principle requires that a solution constitute an equilibrium among the incentives of the agents in the game. In a cooperative game some agents are coalitions of individuals, and it may be impossible for all agents to pursue all incentives. Because rationality is attainable, the appropriate equilibrium standard for cooperative games requires that agents pursue only incentives that provide sufficient reasons to act. The book's theory of collective rationality supports an attainable equilibrium-standard for solutions to cooperative games and shows that its realization follows from individuals' rational acts. By extending the theory of rationality to groups, this book reveals the characteristics that make an act evaluable for rationality and the way rationality's evaluation of an act responds to the type of control its agent exercises over the act. The book's theory of collective rationality contributes to philosophical projects such as contractarian ethics and to practical projects such as the design of social institutions.

Mathematical Economics and Game Theory

Author : R. Henn
Publisher : Springer Science & Business Media
ISBN 13 : 3642454941
Total Pages : 714 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Mathematical Economics and Game Theory by : R. Henn

Download or read book Mathematical Economics and Game Theory written by R. Henn and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Value of a Coalition is Power

Author : Manfred J. Holler
Publisher :
ISBN 13 :
Total Pages : 15 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis The Value of a Coalition is Power by : Manfred J. Holler

Download or read book The Value of a Coalition is Power written by Manfred J. Holler and published by . This book was released on 2016 with total page 15 pages. Available in PDF, EPUB and Kindle. Book excerpt: The message of this paper is that value of a coalition is power. This coincides with the view that coalitions do not have preferences, but merely represent the preferences of their members. Implications are discussed with the respect to (a) the hypothesis that power indices cannot explain decision-making in the European Union because they do not take into consideration the preferences of the member countries and (b) the fitness concept of evolutionary game theory and the identity of fitness and power. After a presentation of selected power indices, the question is discussed as to whether these measures express expectations or whether they conceptualize power. A corresponding re-interpretation of the (non-)monotonicity of power measures concludes the paper.

Theories of Coalition Formation

Author : James P. Kahan
Publisher : Psychology Press
ISBN 13 : 1317769198
Total Pages : 385 pages
Book Rating : 4.3/5 (177 download)

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Book Synopsis Theories of Coalition Formation by : James P. Kahan

Download or read book Theories of Coalition Formation written by James P. Kahan and published by Psychology Press. This book was released on 2014-04-04 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: First published in 1984. In this book, the authors set forth the central ideas and results of the major theories of coalition forming behavior. These theories address situations of partial conflict of interest with the following aspects: (1) there are three or more players, (2) players may openly communicate with each other, and (3) players form coalitions by freely negotiating agreements on how to disburse the gains that result from the coalition members’ joint coordinated efforts. These models arise from the two disciplines of mathematics, in the theory of cooperative n-person games with side payments, and social psychology, in theories of small group behavior in mixed-motive situations. The goal is to explore the various solution concepts that make up this body of theory, and in particular to examine the psychological premises that underlie the various theoretical models.