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Modeling Rational Agents

Modeling Rational Agents
Author: Nicola Giocoli
Publisher: Edward Elgar Publishing
Total Pages: 482
Release: 2003-01-01
Genre: Political Science
ISBN: 9781781956472

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"This book explores the evolution, through the first half of the 20th century, of the key neoclassical concept of rationality. The analysis begins with the development of modern decision theory, covers the interwar debates over the role of perfect foresight and analyzes the first game-theoretic solution concepts of von Neumann and Nash. The author's proposition is that the notion of rationality suffered a profound transformation that reduced it to a formal property of consistency. Such a transformation paralleled that of neoclassical economics as a whole from a discipline dealing with real economic processes to one investigating issues of logical consistency between mathematical relationships."


Modeling Rational Agents

Modeling Rational Agents
Author: Nicola Giocoli
Publisher:
Total Pages: 39
Release: 2003
Genre:
ISBN:

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Reasoning about Rational Agents

Reasoning about Rational Agents
Author: Michael Wooldridge
Publisher: MIT Press
Total Pages: 256
Release: 2003-01-01
Genre: Computers
ISBN: 9780262265027

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This book focuses on the belief-desire-intention (BDI) model of rational agents, which recognizes the primacy of beliefs, desires, and intentions in rational action. One goal of modern computer science is to engineer computer programs that can act as autonomous, rational agents; software that can independently make good decisions about what actions to perform on our behalf and execute those actions. Applications range from small programs that intelligently search the Web buying and selling goods via electronic commerce, to autonomous space probes. This book focuses on the belief-desire-intention (BDI) model of rational agents, which recognizes the primacy of beliefs, desires, and intentions in rational action. The BDI model has three distinct strengths: an underlying philosophy based on practical reasoning in humans, a software architecture that is implementable in real systems, and a family of logics that support a formal theory of rational agency.The book introduces a BDI logic called LORA (Logic of Rational Agents). In addition to the BDI component, LORA contains a temporal component, which allows one to represent the dynamics of how agents and their environments change over time, and an action component, which allows one to represent the actions that agents perform and the effects of the actions. The book shows how LORA can be used to capture many components of a theory of rational agency, including such notions as communication and cooperation.


Understanding Foreign Policy Decision Making

Understanding Foreign Policy Decision Making
Author: Alex Mintz
Publisher: Cambridge University Press
Total Pages:
Release: 2010-02-22
Genre: Political Science
ISBN: 1139487221

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Understanding Foreign Policy Decision Making presents a psychological approach to foreign policy decision making. This approach focuses on the decision process, dynamics, and outcome. The book includes a wealth of extended real-world case studies and examples that are woven into the text. The cases and examples, which are written in an accessible style, include decisions made by leaders of the United States, Israel, New Zealand, Cuba, Iceland, United Kingdom, and others. In addition to coverage of the rational model of decision making, levels of analysis of foreign policy decision making, and types of decisions, the book includes extensive material on alternatives to the rational choice model, the marketing and framing of decisions, cognitive biases, and domestic, cultural, and international influences on decision making in international affairs. Existing textbooks do not present such an approach to foreign policy decision making, international relations, American foreign policy, and comparative foreign policy.


Conceptual Modeling

Conceptual Modeling
Author: Alberto H. F. Laender
Publisher: Springer Nature
Total Pages: 568
Release: 2019-10-28
Genre: Computers
ISBN: 3030332233

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This book constitutes the refereed proceedings of the 38th International Conference on Conceptual Modeling, ER 2019, held in Salvador, Brazil, in November 2019. The 22 full and 22 short papers presented together with 4 keynotes were carefully reviewed and selected from 142 submissions. This events covers a wide range of topics, covered in the following sessions: conceptual modeling, big data technology I, process modeling and analysis, query approaches, big data technology II, domain specific models I, domain specific models II, decision making, complex systems modeling, model unification, big data technology III, and requirements modeling.


Modelling and Identification with Rational Orthogonal Basis Functions

Modelling and Identification with Rational Orthogonal Basis Functions
Author: Peter S.C. Heuberger
Publisher: Springer Science & Business Media
Total Pages: 432
Release: 2005-06-30
Genre: Technology & Engineering
ISBN: 9781852339562

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Models of dynamical systems are of great importance in almost all fields of science and engineering and specifically in control, signal processing and information science. A model is always only an approximation of a real phenomenon so that having an approximation theory which allows for the analysis of model quality is a substantial concern. The use of rational orthogonal basis functions to represent dynamical systems and stochastic signals can provide such a theory and underpin advanced analysis and efficient modelling. It also has the potential to extend beyond these areas to deal with many problems in circuit theory, telecommunications, systems, control theory and signal processing. Modelling and Identification with Rational Orthogonal Basis Functions affords a self-contained description of the development of the field over the last 15 years, furnishing researchers and practising engineers working with dynamical systems and stochastic processes with a standard reference work.


Foundations of Rational Agency

Foundations of Rational Agency
Author: Michael Wooldridge
Publisher: Springer Science & Business Media
Total Pages: 303
Release: 2013-03-09
Genre: Philosophy
ISBN: 9401592047

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This volume represents an advanced, comprehensive state-of-the-art survey of the field of rational agency as it stands today. It covers the philosophical foundations of rational agency, logical and decision-theoretic approaches to rational agency, multi-agent aspects of rational agency and a number of approaches to programming rational agents. It will be of interest to researchers in logic, mainstream computer science, the philosophy of rational action and agency, and economics.


The Limits of Rationality

The Limits of Rationality
Author: Karen Schweers Cook
Publisher: University of Chicago Press
Total Pages: 436
Release: 2008-10-03
Genre: Political Science
ISBN: 0226742415

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Prevailing economic theory presumes that agents act rationally when they make decisions, striving to maximize the efficient use of their resources. Psychology has repeatedly challenged the rational choice paradigm with persuasive evidence that people do not always make the optimal choice. Yet the paradigm has proven so successful a predictor that its use continues to flourish, fueled by debate across the social sciences over why it works so well. Intended to introduce novices to rational choice theory, this accessible, interdisciplinary book collects writings by leading researchers. The Limits of Rationality illuminates the rational choice paradigm of social and political behavior itself, identifies its limitations, clarifies the nature of current controversies, and offers suggestions for improving current models. In the first section of the book, contributors consider the theoretical foundations of rational choice. Models of rational choice play an important role in providing a standard of human action and the bases for constitutional design, but do they also succeed as explanatory models of behavior? Do empirical failures of these explanatory models constitute a telling condemnation of rational choice theory or do they open new avenues of investigation and theorizing? Emphasizing analyses of norms and institutions, the second and third sections of the book investigate areas in which rational choice theory might be extended in order to provide better models. The contributors evaluate the adequacy of analyses based on neoclassical economics, the potential contributions of game theory and cognitive science, and the consequences for the basic framework when unequal bargaining power and hierarchy are introduced.


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.