Twenty Lectures on Algorithmic Game Theory

Twenty Lectures on Algorithmic Game Theory
Title Twenty Lectures on Algorithmic Game Theory PDF eBook
Author Tim Roughgarden
Publisher Cambridge University Press
Total Pages 356
Release 2016-08-30
Genre Computers
ISBN 1316781178

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Computer science and economics have engaged in a lively interaction over the past fifteen years, resulting in the new field of algorithmic game theory. Many problems that are central to modern computer science, ranging from resource allocation in large networks to online advertising, involve interactions between multiple self-interested parties. Economics and game theory offer a host of useful models and definitions to reason about such problems. The flow of ideas also travels in the other direction, and concepts from computer science are increasingly important in economics. This book grew out of the author's Stanford University course on algorithmic game theory, and aims to give students and other newcomers a quick and accessible introduction to many of the most important concepts in the field. The book also includes case studies on online advertising, wireless spectrum auctions, kidney exchange, and network management.

Twenty Lectures on Algorithmic Game Theory

Twenty Lectures on Algorithmic Game Theory
Title Twenty Lectures on Algorithmic Game Theory PDF eBook
Author Tim Roughgarden
Publisher
Total Pages 356
Release 2016-08-31
Genre Business & Economics
ISBN 131662479X

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This accessible introduction features case studies in online advertising, spectrum auctions, kidney exchange, and network management.

Selfish Routing and the Price of Anarchy

Selfish Routing and the Price of Anarchy
Title Selfish Routing and the Price of Anarchy PDF eBook
Author Tim Roughgarden
Publisher MIT Press
Total Pages 207
Release 2023-09-19
Genre Computers
ISBN 0262549328

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An analysis of the loss in performance caused by selfish, uncoordinated behavior in networks. Most of us prefer to commute by the shortest route available, without taking into account the traffic congestion that we cause for others. Many networks, including computer networks, suffer from some type of this "selfish routing." In Selfish Routing and the Price of Anarchy, Tim Roughgarden studies the loss of social welfare caused by selfish, uncoordinated behavior in networks. He quantifies the price of anarchy—the worst-possible loss of social welfare from selfish routing—and also discusses several methods for improving the price of anarchy with centralized control. Roughgarden begins with a relatively nontechnical introduction to selfish routing, describing two important examples that motivate the problems that follow. The first, Pigou's Example, demonstrates that selfish behavior need not generate a socially optimal outcome. The second, the counterintiuitve Braess's Paradox, shows that network improvements can degrade network performance. He then develops techniques for quantifying the price of anarchy (with Pigou's Example playing a central role). Next, he analyzes Braess's Paradox and the computational complexity of detecting it algorithmically, and he describes Stackelberg routing, which improves the price of anarchy using a modest degree of central control. Finally, he defines several open problems that may inspire further research. Roughgarden's work will be of interest not only to researchers and graduate students in theoretical computer science and optimization but also to other computer scientists, as well as to economists, electrical engineers, and mathematicians.

Algorithmic Game Theory

Algorithmic Game Theory
Title Algorithmic Game Theory PDF eBook
Author Noam Nisan
Publisher Cambridge University Press
Total Pages
Release 2007-09-24
Genre Computers
ISBN 9781139466547

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In recent years game theory has had a substantial impact on computer science, especially on Internet- and e-commerce-related issues. Algorithmic Game Theory, first published in 2007, develops the central ideas and results of this exciting area in a clear and succinct manner. More than 40 of the top researchers in this field have written chapters that go from the foundations to the state of the art. Basic chapters on algorithmic methods for equilibria, mechanism design and combinatorial auctions are followed by chapters on important game theory applications such as incentives and pricing, cost sharing, information markets and cryptography and security. This definitive work will set the tone of research for the next few years and beyond. Students, researchers, and practitioners alike need to learn more about these fascinating theoretical developments and their widespread practical application.

Twenty Lectures on Algorithmic Game Theory

Twenty Lectures on Algorithmic Game Theory
Title Twenty Lectures on Algorithmic Game Theory PDF eBook
Author Tim Roughgarden
Publisher Cambridge University Press
Total Pages 356
Release 2016-08-30
Genre Business & Economics
ISBN 1107172667

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This accessible introduction features case studies in online advertising, spectrum auctions, kidney exchange, and network management.

Beyond the Worst-Case Analysis of Algorithms

Beyond the Worst-Case Analysis of Algorithms
Title Beyond the Worst-Case Analysis of Algorithms PDF eBook
Author Tim Roughgarden
Publisher Cambridge University Press
Total Pages 705
Release 2021-01-14
Genre Computers
ISBN 1108494315

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Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.

Algorithmic Game Theory

Algorithmic Game Theory
Title Algorithmic Game Theory PDF eBook
Author
Publisher
Total Pages 0
Release 2007
Genre Algorithms
ISBN 9781107180871

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The latest in algorithmic game theory, with contributions from all the leading researchers.