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On Bounded Rationality In Multi Agent Environments
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Book Synopsis Markov Decision Processes and the Belief-Desire-Intention Model by : Gerardo I. Simari
Download or read book Markov Decision Processes and the Belief-Desire-Intention Model written by Gerardo I. Simari and published by Springer Science & Business Media. This book was released on 2011-09-18 with total page 68 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this work, we provide a treatment of the relationship between two models that have been widely used in the implementation of autonomous agents: the Belief DesireIntention (BDI) model and Markov Decision Processes (MDPs). We start with an informal description of the relationship, identifying the common features of the two approaches and the differences between them. Then we hone our understanding of these differences through an empirical analysis of the performance of both models on the TileWorld testbed. This allows us to show that even though the MDP model displays consistently better behavior than the BDI model for small worlds, this is not the case when the world becomes large and the MDP model cannot be solved exactly. Finally we present a theoretical analysis of the relationship between the two approaches, identifying mappings that allow us to extract a set of intentions from a policy (a solution to an MDP), and to extract a policy from a set of intentions.
Book Synopsis Bounded Rationality by : Gerd Gigerenzer
Download or read book Bounded Rationality written by Gerd Gigerenzer and published by MIT Press. This book was released on 2002-07-26 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Multi-Agent Systems and Agent-Based Simulation by : Jaime S. Sichman
Download or read book Multi-Agent Systems and Agent-Based Simulation written by Jaime S. Sichman and published by Springer. This book was released on 2005-07-12 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fifteen papers were presented at the first workshop on Multi-Agent Systems and Agent-Based Simulation held as part of the Agents World conference in Paris, July 4-- 6, 1998. The workshop was designed to bring together two developing communities: the multi-agent systems researchers who were the core participants at Agents World, and social scientists interested in using MAS as a research tool. Most of the social sciences were represented, with contributions touching on sociology, management science, economics, psychology, environmental science, ecology, and linguistics. The workshop was organised in association with SimSoc, an informal group of social scientists who have arranged an irregular series of influential workshops on using simulation in the social sciences beginning in 1992. While the papers were quite heterogeneous in substantive domain and in their disciplinary origins, there were several themes which recurred during the workshop. One of these was considered in more depth in a round table discussion led by Jim Doran at the end of the workshop on 'Representing cognition for social simulation', which addressed the issue of whether and how cognition should be modelled. Quite divergent views were expressed, with some participants denying that individual cognition needed to be modelled at all, and others arguing that cognition must be at the centre of social simulation.
Book Synopsis Multi-Agent and Multi-Agent-Based Simulation by : Paul Davidsson
Download or read book Multi-Agent and Multi-Agent-Based Simulation written by Paul Davidsson and published by Springer Science & Business Media. This book was released on 2005-03-07 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed postproceedings of the Joint International Workshop on Multi-Agent and Multi-Agent-Based Simulation, MABS 2004, held in New York, NY, USA in July 2004. The 20 revised full papers presented have gone through two rounds of reviewing, selection, and improvement; they present state-of-the-art research results in agent-based simulation and modeling. The papers are organized in topical sections on simulation of multi-agent systems, techniques and technologies, methodology and modeling, social dynamics, and application.
Book Synopsis Agent and Multi-Agent Systems: Technologies and Applications by : Ngoc Thanh Nguyen
Download or read book Agent and Multi-Agent Systems: Technologies and Applications written by Ngoc Thanh Nguyen and published by Springer Science & Business Media. This book was released on 2007-05-24 with total page 1065 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the First International Symposium on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2007, held in Wroclaw, Poland in May/June 2007. Coverage includes agent-oriented Web applications, mobility aspects of agent systems, agents for network management, agent approaches to robotic systems, as well as intelligent and secure agents for digital content management.
Book Synopsis IS Management Handbook, Seventh Edition by : Carol V. Brown
Download or read book IS Management Handbook, Seventh Edition written by Carol V. Brown and published by CRC Press. This book was released on 1999-10-28 with total page 810 pages. Available in PDF, EPUB and Kindle. Book excerpt: In systems analysis, programming, development, or operations, improving productivity and service - doing more with less - is the major challenge. Regardless of your management level, the Handbook gives you the advice and support you need to survive and prosper in the competitive environment. It is the only comprehensive and timely source of technical and managerial guidance, providing expert information on the latest IT management techniques from top IS experts. This edition explains state-of-the-art technologies, innovative management strategies, and practical step-by-step solutions for surviving and thriving in today's demanding business environment. The IS Management Handbook outlines how to effectively manage, adapt and integrate new technology wisely, providing guidance from 70 leading IS management experts in every important area. This reference enables its readers to ensure quality, contain costs, improve end-user support, speed up systems development time, and solve rapidly changing business problems with today's IS technology.
Book Synopsis Agent Computing and Multi-Agent Systems by : Aditya Ghose
Download or read book Agent Computing and Multi-Agent Systems written by Aditya Ghose and published by Springer Science & Business Media. This book was released on 2009-04-22 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of the 10th Pacific Rim International Workshop on Multi-Agents, PRIMA 2007, held in Bankok, Thailand, in November 2007. The 22 revised full papers and 16 revised short papers presented together with 11 application papers were carefully reviewed and selected from 102 submissions. Ranging from theoretical and methodological issues to various applications in different fields, the papers address many current subjects in multi-agent research and development,
Book Synopsis PRIMA 2013: Principles and Practice of Multi-Agent Systems by : Guido Boella
Download or read book PRIMA 2013: Principles and Practice of Multi-Agent Systems written by Guido Boella and published by Springer. This book was released on 2013-11-19 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2013, held in Dunedin, New Zealand, in December 2013. The conference was co-located with the 26th Australasian Artificial International Conference, AI 2013. The 24 revised full papers presented together with 18 short papers and 2 invited papers were carefully reviewed and selected from 81 submissions. The papers are organized in topical sections on foundations of agents and multi-agent systems; agent and multi-agent system architectures; agent-oriented software engineering; agent-based modelling and simulation; cooperation/collaboration, coordination/communication; hybrid technologies, application domains; and applications.
Book Synopsis Teamwork in Multi-Agent Systems by : Barbara Dunin-Keplicz
Download or read book Teamwork in Multi-Agent Systems written by Barbara Dunin-Keplicz and published by John Wiley & Sons. This book was released on 2011-06-24 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: What makes teamwork tick? Cooperation matters, in daily life and in complex applications. After all, many tasks need more than a single agent to be effectively performed. Therefore, teamwork rules! Teams are social groups of agents dedicated to the fulfilment of particular persistent tasks. In modern multiagent environments, heterogeneous teams often consist of autonomous software agents, various types of robots and human beings. Teamwork in Multi-agent Systems: A Formal Approach explains teamwork rules in terms of agents' attitudes and their complex interplay. It provides the first comprehensive logical theory, TeamLog, underpinning teamwork in dynamic environments. The authors justify design choices by showing TeamLog in action. The book guides the reader through a fascinating discussion of issues essential for teamwork to be successful: What is teamwork, and how can a logical view of it help in designing teams of agents? What is the role of agents' awareness in an uncertain, dynamic environment? How does collective intention constitute a team? How are plan-based collective commitments related to team action? How can one tune collective commitment to the team's organizational structure and its communication abilities? What are the methodological underpinnings for teamwork in a dynamic environment? How does a team and its attitudes adjust to changing circumstances? How do collective intentions and collective commitments arise through dialogue? What is the computational complexity of TeamLog? How can one make TeamLog efficient in applications? This book is an invaluable resource for researchers and graduate students in computer science and artificial intelligence as well as for developers of multi-agent systems. Students and researchers in organizational science, in particular those investigating teamwork, will also find this book insightful. Since the authors made an effort to introduce TeamLog as a conceptual model of teamwork, understanding most of the book requires solely a basic logical background.
Book Synopsis PRIMA 2016: Principles and Practice of Multi-Agent Systems by : Matteo Baldoni
Download or read book PRIMA 2016: Principles and Practice of Multi-Agent Systems written by Matteo Baldoni and published by Springer. This book was released on 2016-08-10 with total page 428 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 19th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2016, held in Phuket, Thailand, in August 22-26, 2016. The 16 revised full papers presented together with two invited papers, 9 short papers and three extended abstracts were carefully reviewed and selected from 50 submissions. The intention of the papers is to showcase research in several domains, ranging from foundations of agent theory and engineering aspects of agent systems, to emerging interdisciplinary areas of agent-based research.
Book Synopsis Multi-Agent Systems and Applications IV by : Michal Pechoucek
Download or read book Multi-Agent Systems and Applications IV written by Michal Pechoucek and published by Springer Science & Business Media. This book was released on 2005-09-06 with total page 684 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of the CEEMAS conference series is to provide a biennial forum for the presentation of multi-agent research and development results. With its p- ticular geographicalorientation towards Central and Eastern Europe, CEEMAS has become an internationally recognised event with participants from all over the world. After the successful CEEMAS conferences in St. Petersburg (1999), Cracow (2001) and Prague (2003), the 2005 CEEMAS conference takes place in Budapest. The programme committee of the conference series consists of est- lished researchers from the region and renowned international colleagues, sh- ing the prominent rank of CEEMAS among the leading events in multi-agent systems. In the very competitive ?eld of agent oriented conferences and workshops nowadays(suchasAAMAS,WI/IAT,EUMAS,CIA,MATES)thespecialpro?le of CEEMAS is that it is trying to bridge the gap between applied research achievements and theoretical research activities. Our ambition is to provide a forum for presenting theoretical research with an evident application potential, implemented application prototypes and their properties, as well as industrial case studies of successful (but also unsuccessful) agent technology deployments. This is why the CEEMAS proceedings volume provides a collection of research and application papers. The technical research paper section of the proceedings (see pages 11–499) contains pure research papers as well as research results in application settings while the application papers section (see pages 500–530) contains papers focused on application aspects. The goal is to demonstrate the real life value and commercial reality of multi-agent systems as well as to foster communication between academia and industry in this ?eld.
Book Synopsis Models of Bounded Rationality and Mechanism Design by : Jacob Glazer
Download or read book Models of Bounded Rationality and Mechanism Design written by Jacob Glazer and published by World Scientific Publishing Company. This book was released on 2016-08-22 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Monitoring, Security, and Rescue Techniques in Multiagent Systems by : Barbara Dunin-Keplicz
Download or read book Monitoring, Security, and Rescue Techniques in Multiagent Systems written by Barbara Dunin-Keplicz and published by Springer Science & Business Media. This book was released on 2006-08-13 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today’s society the issue of security has become a crucial one. This volume brings together contributions on the use of knowledge-based technology in security applications by the world’s leading researchers in the field.
Book Synopsis Evolutionary Agent-Based Policy Analysis in Dynamic Environments by : Volker Nannen
Download or read book Evolutionary Agent-Based Policy Analysis in Dynamic Environments written by Volker Nannen and published by V. Nannen. This book was released on 2009 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Planning Support Systems Best Practice and New Methods by : Stan Geertman
Download or read book Planning Support Systems Best Practice and New Methods written by Stan Geertman and published by Springer Science & Business Media. This book was released on 2009-05-01 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: Planning Support Systems: Retrospect and Prospect It has been nearly twenty years since the term ‘planning support systems’ (PSS) first appeared in an article by Britton Harris (Harris 1989) and more than ten years since the concept was more broadly introduced in the academic literature (Harris and Batty 1993; Batty 1995; Klosterman 1997). As a result, the publication of a new book on PSS provides an excellent opportunity to assess past progress in the field and speculate on future developments. PSS have clearly become very popular in the academic world. This is the fourth edited book devoted to the topic following Brail and Klosterman (2001), Geertman and Stillwell (2003), and a third by Brail (2008). Papers devoted to PSS have been published in the leading planning journals and the topic has become a regular theme at academic conferences around the world; it has even spawned intellectual o- spring such as spatial planning and decision support systems (SPDSS) and public participation planning support systems (PP-PSS). However, as Geertman and Stillwell point out in their introductory chapter, the experience with PSS in the world of professional practice has been disappointing. A substantial number of PSS have been developed but most of them are academic p- totypes or ‘one off’ professional applications that have not been adopted elsewhere.
Book Synopsis Handbook of Research on Agent-Based Societies: Social and Cultural Interactions by : Trajkovski, Goran
Download or read book Handbook of Research on Agent-Based Societies: Social and Cultural Interactions written by Trajkovski, Goran and published by IGI Global. This book was released on 2009-02-28 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This volume addresses a variety of issues, in particular the emergence of societal phenomena in the interactions of systems of agents (software, robot or human)"--Provided by publisher.
Book Synopsis Knowledge Management by : Murray E. Jennex
Download or read book Knowledge Management written by Murray E. Jennex and published by IGI Global. This book was released on 2008-01-01 with total page 3442 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides comprehensive, in-depth coverage of all issues related to knowledge management, including conceptual, methodological, technical, and managerial issues. Presents the opportunities, future challenges, and emerging trends related to this subject.