Competition, Collusion, and Game Theory ALDINE TREATISES in MODERN ECONOMICS Edited by Harry G

Total Page:16

File Type:pdf, Size:1020Kb

Competition, Collusion, and Game Theory ALDINE TREATISES in MODERN ECONOMICS Edited by Harry G Competition, Collusion, and Game Theory ALDINE TREATISES IN MODERN ECONOMICS edited by Harry G. Johnson University of Chicago and London School Of Economics Competition, Collusion, and Game Theory LESTER G. TELSER University of Chicago P ALGRAVE MACMILLAN ABOUT THE AUTHOR Lester G. Telser, Professor of Economics at the University of Chicago, received his Ph.D. from that university in 1956. One of the world's leading mathematical economists, he has been a Visiting Research Fellow, Cowles Foundation for Research in Economics, Yale University; Faculty Research Fellow, Ford Foundation; and Assistant Professor of Economics, Iowa State University. ISBN 978-1-349-01540-5 ISBN 978-1-349-01538-2 (eBook) DOI 10.1007/978-1-349-01538-2 © Lester G. Telser 1971 Softcover reprint of the hardcover 1St edition 1971 978-0-333-13644-7 All rights reserved. No part of this publication may be reproduced or transmitted, in any form or by any means, without permission. First published in the U.S.A. 1972 by Aldine • Atherton, Inc. First published in the United Kingdom 1972 Published by THE MACMILLAN PRESS LTD London and Basingstoke Associated companies in New York Toronto Dublin Melbourne Johannesburg and Madras SBN 333 13644 6 TO JOSHUA AND TAMAR Foreword For only a little over a decade, economic theorists have been working on a new and fundamental approach to the theory of competition and market structure, an approach inspired by appreciation of the earlier work of Edgeworth and Bohm-Bawerk and making use of the new tools of the theory of games as developed by von Neumann and Morgenstern. This new approach bases itself on the analysis of competitive behavior and its impli­ cations for the characteristics of market equilibrium rather than on assump­ tions about the characteristics of competitive and monopolistic markets. Its central concept is "the theory of the core of the market," and it is concerned, very broadly speaking, with the conditions under which markets will or will not achieve the characteristics of uniform prices and welfare optimality posited by traditional theory. This concern entails, among other things, a shift of emphasis from the prevailing concentration on oligopoly as a type of market structure and on advertising as a weapon of competition to the influence on the outcome of market processes of such factors as number of traders on the two sides of the market, transactions costs, brokerage, the way in which firms form their expectations of future demand, and the costs of collusion. Professor Lester' G. Telser has been at the forefront of the development of the new approach and is one of the few practitioners of it capable of com­ municating to his fellow economists its theoretical techniques and, more important, its implications for the empirical analysis of market phenomena. This he does both by the construction and analysis of simple economic problems to illustrate the theory and by the presentation of empirical research of his own designed to formulate and test propositions suggested by the new "theory of the core" approach to market analysis. His own introduction provides a sufficiently concise summary of the scope of the book to make it vii Vlll Foreword unnecessary for me to attempt a still briefer summary here. Suffice it to say that this is the first book to present a comprehensive synthetic overview of an important new line of development in fundamental economic theory and that I am delighted to be associated with its publication as an Aldine Treatise. HARRY G. JOHNSON Acknowledgments The research presented in this book has received the generous support of the National Science Foundation, initiated with grant GS-365 in 1963 and continued with grant GS-1783 in 1966. This financial aid was indispensable in carrying out the work. It made possible my sojourn as a visiting research fellow at the Cowles Foundation for Research in Economics for the academic year 1964-65 where I first learned about the theory of the core. In 1969-70 I received a Ford Faculty Research Fellowship, which enabled me to finish this book. During this time I worked at the Center for Operations Research and Econometrics at the Catholic University of Louvain, Belgium. Much of the material in this book has been exposed to my students in the course "Theories of Competition," which I have taught in the economics department at the University of Chicago for the past five years. The com­ ments of the students in this course have taught me a great deal; of particular helpfulness were those of Uri Ben-Zion, Y o ram Peles, and Donald Parsons. I have also been fortunate in having the aid of several very able research assistants. E. H. Thornber gave invaluable assistance in carrying out the empirical analysis reported in chapter VII. The work in chapter VIII was done with the assistance of Uri Ben-Zion, Harry Bloch, Josef May, and Stan Horowitz. Carl Berliner helped with appendix 4 of chapter VIII. I am also very grateful to many of my professional colleagues for their comments and criticisms of various parts of the book. In particular, Lloyd Shapley and Herbert Scarf saved me from some serious errors in chapter II when I presented this material at the Mathematical Social Science Board Seminar on Game Theory at the RAND Corporation, Santa Monica, California, in June 1969. The research in chapter VIII has benefited from the comments by H. Gregg Lewis, Walter Oi, George Stigler, and Leonard Weiss. Zvi Griliches has read and commented on both chapters VII and IX x Acknowledgements VIII. Yoram Barzel read with painstaking care chapters I, V, VII, and VIII. Much of the improvement in the exposition was inspired by the comments of Harry Johnson and Robert Wesner. Charles Cox and Howard Marvel eliminated errors in the final stages by reading the proofs and checking the index. I must assume, however, the sole responsibility for any errors and shortcomings in this book and must absolve all of those mentioned from any blame for these. One other person has been a constant source of encouragement as well as a sounding board for my ideas-my wife, Sylvia. The burden of editing and preparing the manuscript for publication, of endless checking, and of polishing the style was lightened thanks to her help. Contents Foreword vii Acknowledgments xi Introduction xiii I. APPLICATIONS OF CORE THEORY TO MARKET EXCHANGE 3 I. Introduction 3 2. Consumer Surplus and Tmnsferable Utility 4 3. Some Simple Tmding Situations 11 4. m Owners and n Nonowners 19 5. The Basic Core Constraints 28 6. Market Efficiency and Honest Brokers 31 7. Multiunit Trade 37 8. Increasing Returns and Public Goods from the Viewpoint of the Core 48 9. A Brief Historical Note 57 Appendix: Consumer Surplus 62 II. FURTHER ApPLICATIONS OF CORE THEORY TO MARKET EXCHANGE 68 1. Introduction 68 2. Balanced Collections of Coalitions 70 3. Empty Cores 78 4. The Feasibility of Trade 88 5. Group Rationality with Multiunit Trade 94 6. Competition and Numbers 104 7. The Number of Traders and the Emptiness of the Core 108 8. Conclusions 117 III. APPLICATIONS OF THE CoRE TO OLIGOPOLY 119 1. Introduction 119 2. Properties of the Core under Constant Returns 124 3. The Cournot-Nash Theory of Duopoly for Finite Horizons 131 4. The Coumot-Nash Theory of Duopoly for Infinite Horizons 142 xii Contents IV. THEORIES OF EXPECTATIONS FOR N CoMPETING FIRMS 146 1. Introduction 146 2. Expectation Models with Quantity as the Policy Variable 149 3. Expectation Models for Price as the Policy Variable 164 4. Summary 172 V. COMPETITION OR COLLUSION? 175 l. Introduction 175 2. The Nature of Competition and Collusion 176 3. Equilibrium with Product Variety Illustrated for Spatial Competition 184 4. The Costs of Maintaining Collusion 192 5. Sharing the Collusive Return 206 VI. THE MONOPOLY AND CoURNOT-NASH EQUILffiRIA UNDER DYNAMIC CoNDITIONS 218 l. Introduction 218 2. Dynamic Demand Relations 221 3. Some Fundamentals on Optimal Policies 226 4. The Solvability of Certain Linear Equations 242 5. Properties of the Cooperative and Noncooperative Dynamic Equilibria 250 6. Conclusions 272 VII. EsTIMATES OF DEMAND, PRICE PoLICY, AND THE RATIO OF PRICE TO MARGINAL CosT BY BRAND FOR SELECTED CoNSUMER GooDS 274 l. Introduction 274 2. Estimates of the Demand Relation between Market Share and Prices 283 3. Estimates of the Relations among Competing Prices 294 4. Competition in a New Product 299 5. Conclusions 305 VIII. SOME DETERMINANTS OF THE RETURNS TO MANUFACTURING INDUSTRIES 312 l. Introduction 312 2. Description of the Data and Some Simple Summary Statistics 316 3. Multiple Regression Analysis of the Census Data 324 4. An Analysis of Employment Turnover in Selected Manufacturing Industries 339 5. A Brief Survey of Findings by Other Investigators 352 6. Conclusions 356 Appendix 1 : Estimation of Payrolls, Annual Earnings, and Employment of Nonproduction Workers 357 Appendix 2: Description of the Samples 359 Appendix 3: The Two-Digit Industry Effects 361 Appendix 4: The Relative Size Distribution of Firms 363 References 367 Name Index 371 Subject Index 372 Introduction Although the nature of a market and what happens there is surely a proper subject of economic analysis, the student will search the literature in vain for more than passing mention of this fundamental topic prior to 1881 when Edgeworth published his profound analysis of markets. The next important contribution did not appear until a decade later in Bohm-Bawerk's cele­ brated study of a horse market containing the first rigorous constructions of market supply and demand schedules. This paucity of early analysis is all the more surprising when we recall that in the 1870s economics embarked on its modem rigorous course with the contributions of Jevons, Menger, and Walras.
Recommended publications
  • Monopolistic Competition in General Equilibrium: Beyond the CES Evgeny Zhelobodko, Sergey Kokovin, Mathieu Parenti, Jacques-François Thisse
    Monopolistic competition in general equilibrium: Beyond the CES Evgeny Zhelobodko, Sergey Kokovin, Mathieu Parenti, Jacques-François Thisse To cite this version: Evgeny Zhelobodko, Sergey Kokovin, Mathieu Parenti, Jacques-François Thisse. Monopolistic com- petition in general equilibrium: Beyond the CES. 2011. halshs-00566431 HAL Id: halshs-00566431 https://halshs.archives-ouvertes.fr/halshs-00566431 Preprint submitted on 16 Feb 2011 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. WORKING PAPER N° 2011 - 08 Monopolistic competition in general equilibrium: Beyond the CES Evgeny Zhelobodko Sergey Kokovin Mathieu Parenti Jacques-François Thisse JEL Codes: D43, F12, L13 Keywords: monopolistic competition, additive preferences, love for variety, heterogeneous firms PARIS-JOURDAN SCIENCES ECONOMIQUES 48, BD JOURDAN – E.N.S. – 75014 PARIS TÉL. : 33(0) 1 43 13 63 00 – FAX : 33 (0) 1 43 13 63 10 www.pse.ens.fr CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE – ECOLE DES HAUTES ETUDES EN SCIENCES SOCIALES ÉCOLE DES PONTS PARISTECH – ECOLE NORMALE SUPÉRIEURE – INSTITUT NATIONAL DE LA RECHERCHE AGRONOMIQUE Monopolistic Competition in General Equilibrium: Beyond the CES∗ Evgeny Zhelobodko† Sergey Kokovin‡ Mathieu Parenti§ Jacques-François Thisse¶ 13th February 2011 Abstract We propose a general model of monopolistic competition and derive a complete characterization of the market equilibrium using the concept of Relative Love for Variety.
    [Show full text]
  • Chapter 5 Perfect Competition, Monopoly, and Economic Vs
    Chapter Outline Chapter 5 • From Perfect Competition to Perfect Competition, Monopoly • Supply Under Perfect Competition Monopoly, and Economic vs. Normal Profit McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. From Perfect Competition to Picking the Quantity to Maximize Profit Monopoly The Perfectly Competitive Case P • Perfect Competition MC ATC • Monopolistic Competition AVC • Oligopoly P* MR • Monopoly Q* Q Many Competitors McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. Picking the Quantity to Maximize Profit Characteristics of Perfect The Monopoly Case Competition P • a large number of competitors, such that no one firm can influence the price MC • the good a firm sells is indistinguishable ATC from the ones its competitors sell P* AVC • firms have good sales and cost forecasts D • there is no legal or economic barrier to MR its entry into or exit from the market Q* Q No Competitors McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. McGraw -Hill/Irwin © 2007 The McGraw-Hill Companies, Inc., All Rights Reserved. 1 Monopoly Monopolistic Competition • The sole seller of a good or service. • Monopolistic Competition: a situation in a • Some monopolies are generated market where there are many firms producing similar but not identical goods. because of legal rights (patents and copyrights). • Example : the fast-food industry. McDonald’s has a monopoly on the “Happy Meal” but has • Some monopolies are utilities (gas, much competition in the market to feed kids water, electricity etc.) that result from burgers and fries.
    [Show full text]
  • The Three Types of Collusion: Fixing Prices, Rivals, and Rules Robert H
    University of Baltimore Law ScholarWorks@University of Baltimore School of Law All Faculty Scholarship Faculty Scholarship 2000 The Three Types of Collusion: Fixing Prices, Rivals, and Rules Robert H. Lande University of Baltimore School of Law, [email protected] Howard P. Marvel Ohio State University, [email protected] Follow this and additional works at: http://scholarworks.law.ubalt.edu/all_fac Part of the Antitrust and Trade Regulation Commons, and the Law and Economics Commons Recommended Citation The Three Types of Collusion: Fixing Prices, Rivals, and Rules, 2000 Wis. L. Rev. 941 (2000) This Article is brought to you for free and open access by the Faculty Scholarship at ScholarWorks@University of Baltimore School of Law. It has been accepted for inclusion in All Faculty Scholarship by an authorized administrator of ScholarWorks@University of Baltimore School of Law. For more information, please contact [email protected]. ARTICLES THE THREE TYPES OF COLLUSION: FIXING PRICES, RIVALS, AND RULES ROBERTH. LANDE * & HOWARDP. MARVEL** Antitrust law has long held collusion to be paramount among the offenses that it is charged with prohibiting. The reason for this prohibition is simple----collusion typically leads to monopoly-like outcomes, including monopoly profits that are shared by the colluding parties. Most collusion cases can be classified into two established general categories.) Classic, or "Type I" collusion involves collective action to raise price directly? Firms can also collude to disadvantage rivals in a manner that causes the rivals' output to diminish or causes their behavior to become chastened. This "Type 11" collusion in turn allows the colluding firms to raise prices.3 Many important collusion cases, however, do not fit into either of these categories.
    [Show full text]
  • Collusion Constrained Equilibrium
    Theoretical Economics 13 (2018), 307–340 1555-7561/20180307 Collusion constrained equilibrium Rohan Dutta Department of Economics, McGill University David K. Levine Department of Economics, European University Institute and Department of Economics, Washington University in Saint Louis Salvatore Modica Department of Economics, Università di Palermo We study collusion within groups in noncooperative games. The primitives are the preferences of the players, their assignment to nonoverlapping groups, and the goals of the groups. Our notion of collusion is that a group coordinates the play of its members among different incentive compatible plans to best achieve its goals. Unfortunately, equilibria that meet this requirement need not exist. We instead introduce the weaker notion of collusion constrained equilibrium. This al- lows groups to put positive probability on alternatives that are suboptimal for the group in certain razor’s edge cases where the set of incentive compatible plans changes discontinuously. These collusion constrained equilibria exist and are a subset of the correlated equilibria of the underlying game. We examine four per- turbations of the underlying game. In each case,we show that equilibria in which groups choose the best alternative exist and that limits of these equilibria lead to collusion constrained equilibria. We also show that for a sufficiently broad class of perturbations, every collusion constrained equilibrium arises as such a limit. We give an application to a voter participation game that shows how collusion constraints may be socially costly. Keywords. Collusion, organization, group. JEL classification. C72, D70. 1. Introduction As the literature on collective action (for example, Olson 1965) emphasizes, groups often behave collusively while the preferences of individual group members limit the possi- Rohan Dutta: [email protected] David K.
    [Show full text]
  • Interim Correlated Rationalizability
    Interim Correlated Rationalizability The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters Citation Dekel, Eddie, Drew Fudenberg, and Stephen Morris. 2007. Interim correlated rationalizability. Theoretical Economics 2, no. 1: 15-40. Published Version http://econtheory.org/ojs/index.php/te/article/view/20070015 Citable link http://nrs.harvard.edu/urn-3:HUL.InstRepos:3196333 Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available under the terms and conditions applicable to Other Posted Material, as set forth at http:// nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of- use#LAA Theoretical Economics 2 (2007), 15–40 1555-7561/20070015 Interim correlated rationalizability EDDIE DEKEL Department of Economics, Northwestern University, and School of Economics, Tel Aviv University DREW FUDENBERG Department of Economics, Harvard University STEPHEN MORRIS Department of Economics, Princeton University This paper proposes the solution concept of interim correlated rationalizability, and shows that all types that have the same hierarchies of beliefs have the same set of interim-correlated-rationalizable outcomes. This solution concept charac- terizes common certainty of rationality in the universal type space. KEYWORDS. Rationalizability, incomplete information, common certainty, com- mon knowledge, universal type space. JEL CLASSIFICATION. C70, C72. 1. INTRODUCTION Harsanyi (1967–68) proposes solving games of incomplete
    [Show full text]
  • Tacit Collusion in Oligopoly"
    Tacit Collusion in Oligopoly Edward J. Green,y Robert C. Marshall,z and Leslie M. Marxx February 12, 2013 Abstract We examine the economics literature on tacit collusion in oligopoly markets and take steps toward clarifying the relation between econo- mists’analysis of tacit collusion and those in the legal literature. We provide examples of when the economic environment might be such that collusive pro…ts can be achieved without communication and, thus, when tacit coordination is su¢ cient to elevate pro…ts versus when com- munication would be required. The authors thank the Human Capital Foundation (http://www.hcfoundation.ru/en/), and especially Andrey Vavilov, for …nancial support. The paper bene…tted from discussions with Roger Blair, Louis Kaplow, Bill Kovacic, Vijay Krishna, Steven Schulenberg, and Danny Sokol. We thank Gustavo Gudiño for valuable research assistance. [email protected], Department of Economics, Penn State University [email protected], Department of Economics, Penn State University [email protected], Fuqua School of Business, Duke University 1 Introduction In this chapter, we examine the economics literature on tacit collusion in oligopoly markets and take steps toward clarifying the relation between tacit collusion in the economics and legal literature. Economists distinguish between tacit and explicit collusion. Lawyers, using a slightly di¤erent vocabulary, distinguish between tacit coordination, tacit agreement, and explicit collusion. In hopes of facilitating clearer communication between economists and lawyers, in this chapter, we attempt to provide a coherent resolution of the vernaculars used in the economics and legal literature regarding collusion.1 Perhaps the easiest place to begin is to de…ne explicit collusion.
    [Show full text]
  • Imbalanced Collusive Security Games
    Imbalanced Collusive Security Games Han-Ching Ou, Milind Tambe, Bistra Dilkina, and Phebe Vayanos Computer Science Department, University of Southern California {hanchino,tambe,dilkina,phebe.vayanos }@usc.edu Abstract. Colluding adversaries is a crucial challenge for defenders in many real-world applications. Previous literature has provided Collusive Security Games (COSG) to model colluding adversaries, and provided models and algorithms to generate defender strategies to counter colluding adversaries, often by devising strategies that inhibit collusion [6]. Unfortunately, this previous work focused exclusively on situations with perfectly matched adversaries, i.e., where their rewards were symmetrically distributed. In the real world, however, defenders often face adversaries where their rewards are asymmetrically distributed. Such inherent asymmetry raises a question as to whether human adversaries would at- tempt to collude in such situations, and whether defender strategies to counter such collusion should focus on inhibiting collusion. To address these open ques- tions, this paper: (i) explores and theoretically analyzes Imbalanced Collusive Security Games (ICOSG) where defenders face adversaries with asymmetrically distributed rewards; (ii) conducts extensive experiments of three different adver- sary models involving 1800 real human subjects and (iii) derives novel analysis of the reason behind why bounded rational attackers models outperform perfectly rational attackers models. The key principle discovered as the result of our
    [Show full text]
  • Econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible
    A Service of Leibniz-Informationszentrum econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible. zbw for Economics Stähler, Frank Working Paper — Digitized Version Markov perfection and cooperation in repeated games Kiel Working Paper, No. 760 Provided in Cooperation with: Kiel Institute for the World Economy (IfW) Suggested Citation: Stähler, Frank (1996) : Markov perfection and cooperation in repeated games, Kiel Working Paper, No. 760, Kiel Institute of World Economics (IfW), Kiel This Version is available at: http://hdl.handle.net/10419/46946 Standard-Nutzungsbedingungen: Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Documents in EconStor may be saved and copied for your Zwecken und zum Privatgebrauch gespeichert und kopiert werden. personal and scholarly purposes. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle You are not to copy documents for public or commercial Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich purposes, to exhibit the documents publicly, to make them machen, vertreiben oder anderweitig nutzen. publicly available on the internet, or to distribute or otherwise use the documents in public. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, If the documents have been made available under an Open gelten abweichend von diesen Nutzungsbedingungen die in der dort Content Licence (especially Creative Commons Licences), you genannten Lizenz gewährten Nutzungsrechte. may exercise further usage rights as specified in the indicated licence. www.econstor.eu Kieler Arbeitspapiere Kiel Working Papers Kiel Working Paper No. 760 Markov perfection and cooperation in repeated games by Frank Stahler August 1996 Institut fur Weltwirtschaft an der Universitat Kiel The Kiel Institute of World Economics ISSN 0342 - 0787 The Kiel Institute of World Economics Diisternbrooker Weg 120 D-24105Kiel, FRG Kiel Working Paper No.
    [Show full text]
  • Collusion and Heterogeneity of Firms∗
    Collusion and Heterogeneity of Firms∗ Ichiro Obaray Federico Zincenko z June 13, 2016 Abstract We examine the impact of heterogeneous discounting on collusion in dynamic Bertrand competition. We show exactly when collusion can be sustained and how collusion would be organized efficiently with heterogeneous discounting. First we show that collusion is possible if and only if the average discount factor exceeds a certain threshold, with or without capacity constraints. Next we identify a dynamic pattern of market share that characterizes efficient collusion and obtain the unique long-run prediction despite the presence of multiple equilibria. In the long run, the most patient firm and the most impatient firm tend to dominate the market. JEL Classification: C72, C73, D43. Keywords: Bertrand Competition, Capacity Constraint, Collusion, Repeated Game, Subgame Perfect Equilibrium. Unequal Discounting. ∗This article was developed from the second chapter (co-authored with I. Obara) of Zincenko's doctoral dissertation at UCLA. We would like to thank the editor and anonymous referees for their useful comments. We also like to thank the participants at many seminars at various universities, 2011 Asian Meeting of the Econometric Society at Korea University, 2012 Southwest Economic Theory Conference at UC San Diego, and 2013 North American Summer Meeting of the Econometric Society at USC. All remaining errors are ours. yUniversity of California, Los Angeles; [email protected]. zUniversity of Pittsburgh; [email protected]. 1 1 Introduction To understand when and how collusion arises with heterogeneous discounting, we study a dynamic Bertrand competition model, in which firms discount future profits at different discount rates, and examine the impact of heterogeneous discounting on collusion.
    [Show full text]
  • Game Playing
    Game Playing Philipp Koehn 29 September 2015 Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 Outline 1 ● Games ● Perfect play – minimax decisions – α–β pruning ● Resource limits and approximate evaluation ● Games of chance ● Games of imperfect information Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 2 games Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 Games vs. Search Problems 3 ● “Unpredictable” opponent ⇒ solution is a strategy specifying a move for every possible opponent reply ● Time limits ⇒ unlikely to find goal, must approximate ● Plan of attack: – computer considers possible lines of play (Babbage, 1846) – algorithm for perfect play (Zermelo, 1912; Von Neumann, 1944) – finite horizon, approximate evaluation (Zuse, 1945; Wiener, 1948; Shannon, 1950) – first Chess program (Turing, 1951) – machine learning to improve evaluation accuracy (Samuel, 1952–57) – pruning to allow deeper search (McCarthy, 1956) Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 Types of Games 4 deterministic chance perfect Chess Backgammon information Checkers Monopoly Go Othello imperfect battleships Bridge information Blind Tic Tac Toe Poker Scrabble Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 Game Tree (2-player, Deterministic, Turns) 5 Philipp Koehn Artificial Intelligence: Game Playing 29 September 2015 Simple Game Tree 6 ● 2 player game ● Each player has one move ● You move first ● Goal: optimize your payoff (utility) Start Your move Opponent
    [Show full text]
  • Advanced Economic Analysis for Competition Enforcement 16 – 18 July 2018 DRAFT COURSE OUTLINE
    4th ANNUAL COMPETITION AND ECONOMIC REGULATION (ACER) WEEK Advanced economic analysis for competition enforcement 16 – 18 July 2018 DRAFT COURSE OUTLINE Targeted at experienced competition economists from authorities, regulators, public and private sector firms and private practice, this intensive Professional Training Programme (PTP) will cover the latest developments in economic theory and their application to the analysis of competition cases. This PTP will cover frameworks for understanding abuse of dominance, coordinated conduct and mergers from theoretical and practical perspectives. It will equip participants with the specialist knowledge and skills required to undertake rigorous economic analysis in competition cases. The course will be facilitated by Dr Javier Tapia (Judge at the Competition Tribunal of the Republic of Chile and a senior researcher at Regcom, the Centre for Regulation and Competition at Universidad de Chile, Faculty of Law), Prof Liberty Mncube (Chief Economist at the Competition Commission of South Africa, Visiting Associate Professor of Economics, University of Witwatersrand and Honorary Professor of Economics, University of Stellenbosch), Dr Andrea Amelio (part of the European DG COMP’s Chief Economist Team) and Ms Reena das Nair, Senior Lecturer in the College of Business and Economics and Senior Researcher at the Centre for Competition, Regulation and Economic Development (CCRED) at the University of Johannesburg. Approach The PTP will be taught primarily by means of lectures, which will draw on international and South African examples and precedent-setting cases with a strong focus on underlying economic principles. The lectures will be complemented by case study exercises involving analysis of data and fact patterns by different groups who will present findings in feedback sessions.
    [Show full text]
  • General Equilibrium Concepts Under Imperfect Competition: a Cournotian Approach∗
    General Equilibrium Concepts under Imperfect Competition: A Cournotian Approach∗ Claude d'Aspremont,y Rodolphe Dos Santos Ferreiraz and Louis-Andr´eG´erard-Varetx Received May 14, 1993; revised March 21, 1996 Abstract In a pure exchange economy we propose a general equilibrium concept under imperfect competition, the \Cournotian Monopolistic Competition Equilibrium", and compare it to the Cournot-Walras and the Monopolistic Competition concepts. The advantage of the proposed concept is to require less computational ability from the agents. The comparison is made first through a simple example, then through a more abstract concept, the P -equilibrium based on a general notion of price coordination, the pricing-scheme. Journal of Economic Literature Classification Numbers: D5, D43 ∗Reprinted from Journal of Economic Theory, 73, 199{230, 1997. Financial Support from the European Commission HCM Programme and from the Belgian State PAI Programme (Prime Minister's Office, Science Policy Programming) is gratefully acknowledged. yCORE, Universit´ecatholique de Louvain, 34 voie du Roman Pays, 1348-Louvain-la-Neuve, Belgium zBETA, Universit´eLouis Pasteur, 38 boulevard d'Anvers, 67000-Strasbourg, France xGREQE, Ecole des Hautes Etudes en Sciences Sociales, F-13002-Marseille, France. 1 1 Introduction The formal simplicity of general equilibrium theory under perfect competition and of its assump- tions on the individual agents' characteristics, can easily be contrasted with the complexity and the ad hoc assumptions of the general analysis of imperfect competition. However the simplic- ity of general competitive analysis is all due to a single behavioral hypothesis, namely that all sellers and buyers take prices as given. This price-taking hypothesis allows for a clear notion of individual rationality, based on the simplest form of anticipations (rigid ones) and an exoge- nous form of coordination (the auctioneer).
    [Show full text]