Models of Bounded Rationality and Mechanism Design

Models of Bounded Rationality and Mechanism Design
Author: Jacob Glazer
Publisher: World Scientific Publishing Company
Total Pages: 153
Release: 2016-08-22
Genre: Business & Economics
ISBN: 9813141336
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This book brings together the authors' joint papers from over a period of more than twenty years. The collection includes seven papers, each of which presents a novel and rigorous model in Economic Theory. All of the models are within the domain of implementation and mechanism design theories. These theories attempt to explain how incentive schemes and organizations can be designed with the goal of inducing agents to behave according to the designer's (principal's) objectives. Most of the literature assumes that agents are fully rational. In contrast, the authors inject into each model an element which conflicts with the standard notion of full rationality, demonstrating how such elements can dramatically change the mechanism design problem. Although all of the models presented in this volume touch on mechanism design issues, it is the formal modeling of bounded rationality that the authors are most interested in. A model of bounded rationality signifies a model that contains a procedural element of reasoning that is not consistent with full rationality. Rather than looking for a canonical model of bounded rationality, the articles introduce a variety of modeling devices that will capture procedural elements not previously considered, and which alter the analysis of the model. The book is a journey into the modeling of bounded rationality. It is a collection of modeling ideas rather than a general alternative theory of implementation.

Bounded Rationality and Mechanism Design

Bounded Rationality and Mechanism Design
Author: Luyao Zhang (Ph. D. in economics)
Publisher:
Total Pages: 146
Release: 2018
Genre: Cognitive psychology
ISBN:
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In the history of economic thought lies a dilemma for future economists: should we adopt simple models with unrealistic assumptions, or should we describe human behavior closely but give up elegant abstractions? In the projects above, we endeavor to create a middle way that synthesizes the merits in both directions and leave unanswered questions for future researchers.

Modeling Bounded Rationality

Modeling Bounded Rationality
Author: Ariel Rubinstein
Publisher: MIT Press
Total Pages: 226
Release: 1998
Genre: Business & Economics
ISBN: 9780262681001
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The notion of bounded rationality was initiated in the 1950s by Herbert Simon; only recently has it influenced mainstream economics. In this book, Ariel Rubinstein defines models of bounded rationality as those in which elements of the process of choice are explicitly embedded. The book focuses on the challenges of modeling bounded rationality, rather than on substantial economic implications. In the first part of the book, the author considers the modeling of choice. After discussing some psychological findings, he proceeds to the modeling of procedural rationality, knowledge, memory, the choice of what to know, and group decisions.In the second part, he discusses the fundamental difficulties of modeling bounded rationality in games. He begins with the modeling of a game with procedural rational players and then surveys repeated games with complexity considerations. He ends with a discussion of computability constraints in games. The final chapter includes a critique by Herbert Simon of the author's methodology and the author's response. The Zeuthen Lecture Book series is sponsored by the Institute of Economics at the University of Copenhagen.

Social Norms, Bounded Rationality and Optimal Contracts

Social Norms, Bounded Rationality and Optimal Contracts
Author: Suren Basov
Publisher: Springer
Total Pages: 181
Release: 2016-05-20
Genre: Business & Economics
ISBN: 9811010412
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This book investigates the ways in which social norms and bounded rationality shape different contracts in the real world. It brings into focus existing research into optimal contracts, draws important lessons from that research, and outlines prospects for future investigation. Bounded rationality has acknowledged effects on the power of incentive provisions, such as deviations from sufficient statistic theorem, the power of optimal incentives, and the effects of optimal contracts in multicultural environments. The introduction of social norms to bounded rationality opens up new avenues of investigation into contracts and mechanism design. This book makes an important contribution to the study of bounded rationality by pulling together many separate strands of research in the area of mechanism design, and providing detailed analysis of the impact of societal values on contracts.

Bounded Rationality

Bounded Rationality
Author: Gerd Gigerenzer
Publisher: MIT Press
Total Pages: 404
Release: 2002-07-26
Genre: Business & Economics
ISBN: 9780262571647
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In a complex and uncertain world, humans and animals make decisions under the constraints of limited knowledge, resources, and time. Yet models of rational decision making in economics, cognitive science, biology, and other fields largely ignore these real constraints and instead assume agents with perfect information and unlimited time. About forty years ago, Herbert Simon challenged this view with his notion of "bounded rationality." Today, bounded rationality has become a fashionable term used for disparate views of reasoning. This book promotes bounded rationality as the key to understanding how real people make decisions. Using the concept of an "adaptive toolbox," a repertoire of fast and frugal rules for decision making under uncertainty, it attempts to impose more order and coherence on the idea of bounded rationality. The contributors view bounded rationality neither as optimization under constraints nor as the study of people's reasoning fallacies. The strategies in the adaptive toolbox dispense with optimization and, for the most part, with calculations of probabilities and utilities. The book extends the concept of bounded rationality from cognitive tools to emotions; it analyzes social norms, imitation, and other cultural tools as rational strategies; and it shows how smart heuristics can exploit the structure of environments.

Partition Obvious Preference and Mistrust in Mechanism Design

Partition Obvious Preference and Mistrust in Mechanism Design
Author: Luyao Zhang
Publisher:
Total Pages: 48
Release: 2019
Genre:
ISBN:
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Substantial evidence in field, lab and thought experiments in multiple disciplines, shows that decision makers often choose a dominated strategy, which contradicts with current economic theory. To bridge this gap between theory and evidence, first, we propose two alternative axiomatic approaches, formalizing a distinct defect in human reasoning and tying together a broad range of evidence for the choice of dominated strategies. Second, we extend the theory to game theory and mechanism design, where we identify a rich class of mechanisms that successfully achieve desirable goals even with boundedly rational agents or agents who mistrust the market makers. Third, we test and verify our theory and its implications by a laboratory experiment. Finally, we address how our approach contributes to accomplishing two goals simultaneously in modelling bounded rationality: stimulating transdisciplinary conversations and providing a unified framework.

Routledge Handbook of Bounded Rationality

Routledge Handbook of Bounded Rationality
Author: Riccardo Viale
Publisher: Routledge
Total Pages: 844
Release: 2020-12-02
Genre: Business & Economics
ISBN: 131733079X
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Herbert Simon’s renowned theory of bounded rationality is principally interested in cognitive constraints and environmental factors and influences which prevent people from thinking or behaving according to formal rationality. Simon’s theory has been expanded in numerous directions and taken up by various disciplines with an interest in how humans think and behave. This includes philosophy, psychology, neurocognitive sciences, economics, political science, sociology, management, and organization studies. The Routledge Handbook of Bounded Rationality draws together an international team of leading experts to survey the recent literature and the latest developments in these related fields. The chapters feature entries on key behavioural phenomena, including reasoning, judgement, decision making, uncertainty, risk, heuristics and biases, and fast and frugal heuristics. The text also examines current ideas such as fast and slow thinking, nudge, ecological rationality, evolutionary psychology, embodied cognition, and neurophilosophy. Overall, the volume serves to provide the most complete state-of-the-art collection on bounded rationality available. This book is essential reading for students and scholars of economics, psychology, neurocognitive sciences, political sciences, and philosophy.

Game Theory And Mechanism Design

Game Theory And Mechanism Design
Author: Y Narahari
Publisher: World Scientific
Total Pages: 533
Release: 2014-03-13
Genre: Computers
ISBN: 9814525065
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This book offers a self-sufficient treatment of a key tool, game theory and mechanism design, to model, analyze, and solve centralized as well as decentralized design problems involving multiple autonomous agents that interact strategically in a rational and intelligent way. The contents of the book provide a sound foundation of game theory and mechanism design theory which clearly represent the “science” behind traditional as well as emerging economic applications for the society.The importance of the discipline of game theory has been recognized through numerous Nobel prizes in economic sciences being awarded to game theorists, including the 2005, 2007, and 2012 prizes. The book distills the marvelous contributions of these and other celebrated game theorists and presents it in a way that can be easily understood even by senior undergraduate students.A unique feature of the book is its detailed coverage of mechanism design which is the art of designing a game among strategic agents so that a social goal is realized in an equilibrium of the induced game. Another feature is a large number of illustrative examples that are representative of both classical and modern applications of game theory and mechanism design. The book also includes informative biographical sketches of game theory legends, and is specially customized to a general engineering audience.After a thorough reading of this book, readers would be able to apply game theory and mechanism design in a principled and mature way to solve relevant problems in computer science (esp, artificial intelligence/machine learning), computer engineering, operations research, industrial engineering and microeconomics.

Collectives and the Design of Complex Systems

Collectives and the Design of Complex Systems
Author: Kagan Tumer
Publisher: Springer Science & Business Media
Total Pages: 329
Release: 2012-12-06
Genre: Mathematics
ISBN: 1441989099
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Many complex systems found in nature can be viewed as function optimizers. In particular, they can be viewed as such optimizers of functions in extremely high dimensional spaces. Given the difficulty of performing such high-dimensional op timization with modern computers, there has been a lot of exploration of computa tional algorithms that try to emulate those naturally-occurring function optimizers. Examples include simulated annealing (SA [15,18]), genetic algorithms (GAs) and evolutionary computation [2,3,9,11,20-22,24,28]. The ultimate goal of this work is an algorithm that can, for any provided high-dimensional function, come close to extremizing that function. Particularly desirable would be such an algorithm that works in an adaptive and robust manner, without any explicit knowledge of the form of the function being optimized. In particular, such an algorithm could be used for distributed adaptive control---one of the most important tasks engineers will face in the future, when the systems they design will be massively distributed and horribly messy congeries ofcomputational systems.

Mechanism Design with Bounded Depth of Reasoning and Small Modeling Mistakes

Mechanism Design with Bounded Depth of Reasoning and Small Modeling Mistakes
Author: Geoffroy de Clippel
Publisher:
Total Pages: 37
Release: 2014
Genre:
ISBN:
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We consider mechanism design in contexts in which agents exhibit bounded depth of reasoning (level k) instead of rational expectations. We use simple direct mechanisms, in which agents report only first-order beliefs. While level 0 agents are assumed to be truth tellers, level k agents best-respond to their belief that other agents have at most k-1 levels of reasoning. We find that incentive compatibility is necessary for implementation in this framework, while its strict version alone is sufficient. Adding continuity to both directions, the same results are obtained for continuous implementation with respect to small modeling mistakes. We present examples to illustrate the permissiveness of our findings in contrast to earlier related results under the assumption of rational expectations.