Explainable And Transparent Ai And Multi Agent Systems

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Explainable and Transparent AI and Multi-Agent Systems

Author : Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling
Publisher : Springer Nature
Page : 345 pages
File Size : 54,8 Mb
Release : 2021-07-16
Category : Computers
ISBN : 9783030820176

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Explainable and Transparent AI and Multi-Agent Systems by Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling Pdf

This book constitutes the proceedings of the Third International Workshop on Explainable, Transparent AI and Multi-Agent Systems, EXTRAAMAS 2021, which was held virtually due to the COVID-19 pandemic. The 19 long revised papers and 1 short contribution were carefully selected from 32 submissions. The papers are organized in the following topical sections: XAI & machine learning; XAI vision, understanding, deployment and evaluation; XAI applications; XAI logic and argumentation; decentralized and heterogeneous XAI.

Explainable and Transparent AI and Multi-Agent Systems

Author : Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling
Publisher : Springer Nature
Page : 242 pages
File Size : 48,8 Mb
Release : 2022-09-22
Category : Computers
ISBN : 9783031155659

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Explainable and Transparent AI and Multi-Agent Systems by Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling Pdf

This book constitutes the refereed proceedings of the 4th International Workshop on Explainable and Transparent AI and Multi-Agent Systems, EXTRAAMAS 2022, held virtually during May 9–10, 2022. The 14 full papers included in this book were carefully reviewed and selected from 25 submissions. They were organized in topical sections as follows: explainable machine learning; explainable neuro-symbolic AI; explainable agents; XAI measures and metrics; and AI & law.

Explainable, Transparent Autonomous Agents and Multi-Agent Systems

Author : Davide Calvaresi,Amro Najjar,Michael Schumacher,Kary Främling
Publisher : Springer Nature
Page : 221 pages
File Size : 51,8 Mb
Release : 2019-09-10
Category : Computers
ISBN : 9783030303914

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Explainable, Transparent Autonomous Agents and Multi-Agent Systems by Davide Calvaresi,Amro Najjar,Michael Schumacher,Kary Främling Pdf

This book constitutes the proceedings of the First International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, EXTRAAMAS 2019, held in Montreal, Canada, in May 2019. The 12 revised and extended papers presented were carefully selected from 23 submissions. They are organized in topical sections on explanation and transparency; explainable robots; opening the black box; explainable agent simulations; planning and argumentation; explainable AI and cognitive science.

Explainable, Transparent Autonomous Agents and Multi-Agent Systems

Author : Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling
Publisher : Springer Nature
Page : 161 pages
File Size : 54,8 Mb
Release : 2020-07-07
Category : Computers
ISBN : 9783030519247

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Explainable, Transparent Autonomous Agents and Multi-Agent Systems by Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling Pdf

This book constitutes the proceedings of the Second International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, EXTRAAMAS 2020, which was due to be held in Auckland, New Zealand, in May 2020. The conference was held virtually due to the COVID-19 pandemic. The 8 revised and extended papers were carefully selected from 20 submissions and are presented here with one demo paper. The papers are organized in the following topical sections: explainable agents; cross disciplinary XAI; explainable machine learning; demos.

Explainable and Transparent AI and Multi-Agent Systems

Author : Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling
Publisher : Unknown
Page : 0 pages
File Size : 52,7 Mb
Release : 2021
Category : Electronic
ISBN : 3030820181

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Explainable and Transparent AI and Multi-Agent Systems by Davide Calvaresi,Amro Najjar,Michael Winikoff,Kary Främling Pdf

This book constitutes the proceedings of the Third International Workshop on Explainable, Transparent AI and Multi-Agent Systems, EXTRAAMAS 2021, which was held virtually due to the COVID-19 pandemic. The 19 long revised papers and 1 short contribution were carefully selected from 32 submissions. The papers are organized in the following topical sections: XAI & machine learning; XAI vision, understanding, deployment and evaluation; XAI applications; XAI logic and argumentation; decentralized and heterogeneous XAI.

Engineering Multi-Agent Systems

Author : Louise A. Dennis,Rafael H. Bordini,Yves Lespérance
Publisher : Springer Nature
Page : 260 pages
File Size : 42,8 Mb
Release : 2020-07-10
Category : Computers
ISBN : 9783030514174

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Engineering Multi-Agent Systems by Louise A. Dennis,Rafael H. Bordini,Yves Lespérance Pdf

This book constitutes the thoroughly refereed post-conference proceedings of the 7th International Workshop on Engineering Multi-Agent Systems, EMAS 2019, held in Montreal, QC, Canada, in May 2019. The 13 revised full papers presented in this book were carefully selected and reviewed from 20 submissions. The papers are grouped in the following topical sections: Multi-Agent Interaction and Organization; Simulation; Social Awareness and Explainability; Learning and Reconfiguration; and Implementation Techniques and Tools.

Advanced Methods and Technologies for Agent and Multi-Agent Systems

Author : D. Barbucha,M.T. Le,R.J. Howlett
Publisher : IOS Press
Page : 484 pages
File Size : 40,9 Mb
Release : 2013-05-14
Category : COMPUTERS
ISBN : 9781614992547

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Advanced Methods and Technologies for Agent and Multi-Agent Systems by D. Barbucha,M.T. Le,R.J. Howlett Pdf

The field of agent and multi-agent systems is concerned with the development and evaluation of sophisticated, AI-based, problem solving and control architectures for both single and multi-agent systems. This book presents the proceedings of the 7th KES Conference on Agent and Multi-agent Systems – Technologies and Applications (KES-AMSTA 2013), held in Hue City, Vietnam, in May 2013. The KES-AMSTA 2013 conference provides an internationally respected forum for scientific research in the technologies and applications of agent and multi-agent systems. In all, 44 papers were selected for oral presentation and publication in this volume. Special attention is paid to the feature topics of intelligent technologies and applications in the area of e-health, social networking, self-organizing systems, economics and trust management. Other topics covered include: agent oriented software engineering; beliefs engineering; desires and intentions representation; agent cooperation, coordination, negotiation, organization and communication; distributed problem-solving; specification of agent communication languages; formalization of ontologies; and conversational agents. The book highlights new trends and challenges in agent and multi-agent research, and will be of interest to the research community working in the fields of artificial intelligence, collective computational intelligence, robotics, dialogue systems and, in particular, agent and multi-agent systems, technologies and applications.

Innovations in Multi-Agent Systems and Application – 1

Author : Dipti Srinivasan,Lakhmi C. Jain
Publisher : Springer Science & Business Media
Page : 303 pages
File Size : 47,5 Mb
Release : 2010-08-10
Category : Computers
ISBN : 9783642144349

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Innovations in Multi-Agent Systems and Application – 1 by Dipti Srinivasan,Lakhmi C. Jain Pdf

This book provides an overview of multi-agent systems and several applications that have been developed for real-world problems. Multi-agent systems is an area of distributed artificial intelligence that emphasizes the joint behaviors of agents with some degree of autonomy and the complexities arising from their interactions. Multi-agent systems allow the subproblems of a constraint satisfaction problem to be subcontracted to different problem solving agents with their own interest and goals. This increases the speed, creates parallelism and reduces the risk of system collapse on a single point of failure. Different multi-agent architectures, that are tailor-made for a specific application are possible. They are able to synergistically combine the various computational intelligent techniques for attaining a superior performance. This gives an opportunity for bringing the advantages of various techniques into a single framework. It also provides the freedom to model the behavior of the system to be as competitive or coordinating, each having its own advantages and disadvantages.

Multi-agent Systems

Author : Jacques Ferber
Publisher : Addison-Wesley Professional
Page : 536 pages
File Size : 45,8 Mb
Release : 1999
Category : Computers
ISBN : UOM:39015046507193

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Multi-agent Systems by Jacques Ferber Pdf

In this book, Jacques Ferber has brought together all the recent developments in the field of multi-agent systems - an area that has seen increasing interest and major developments over the last few years. The author draws on work carried out in various disciplines, including information technology, sociology and cognitive psychology to provide a coherent and instructive picture of the current state-of-the-art. The book introduces and defines the fundamental concepts that need to be understood, clearly describes the work that has been done, and invites readers to reflect upon the possibilities of the future.

An Application Science for Multi-Agent Systems

Author : Thomas A. Wagner
Publisher : Springer Science & Business Media
Page : 251 pages
File Size : 41,6 Mb
Release : 2006-04-11
Category : Computers
ISBN : 9781402078682

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An Application Science for Multi-Agent Systems by Thomas A. Wagner Pdf

An Application Science For Multi-Agent Systems addresses the complexity of choosing which multi-agent control technologies are appropriate for a given problem domain or a given application. Without such knowledge, when faced with a new application domain, agent developers must rely on past experience and intuition to determine whether a multi-agent system is the right approach, and if so, how to structure the agents, how to decompose the problem, and how to coordinate the activities of the agents, and so forth. This unique collection of contributions, written by leading international researchers in the agent community, provides valuable insight into the issues of deciding which technique to apply and when it is appropriate to use them. The contributions also discuss potential trade-offs or caveats involved with each decision. An Application Science For Multi-Agent Systems is an excellent reference for anyone involved in developing multi-agent systems.

Agents and Multi-Agent Systems Formalisms, Methodologies, and Applications

Author : Wayne Wobcke,Maurice Pagnucco,Chengqi Zhang
Publisher : Springer
Page : 0 pages
File Size : 52,5 Mb
Release : 2003-06-26
Category : Computers
ISBN : 9783540687221

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Agents and Multi-Agent Systems Formalisms, Methodologies, and Applications by Wayne Wobcke,Maurice Pagnucco,Chengqi Zhang Pdf

This book constitutes the thoroughly refereed post-workshop proceedings of three workshops held in conjunction with the 10th Australian Joint Conference on Artificial Intelligence in Perth, Australia, in December 1997. The 17 revised full papers presented were carefully reviewed for inclusion in the book. The book is divided into sections on formal methods of agency, reasoning agents, communication and coordination, social interaction, and practical issues for distributed artificial intelligence systems.

Environments for Multi-Agent Systems

Author : Danny Weyns,H. Van Dyke Parunak,Fabien Michel
Publisher : Springer Science & Business Media
Page : 288 pages
File Size : 53,5 Mb
Release : 2005-02-10
Category : Computers
ISBN : 9783540245759

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Environments for Multi-Agent Systems by Danny Weyns,H. Van Dyke Parunak,Fabien Michel Pdf

This modern field of multi-agent systems has developed from two main lines of earlier research: its practitioners generally regard it as a form of distributed artificial intelligence, whereas some researchers have persistently advocated ideas from the field of artificial life. AI agents (and their designers) usually take the environment for agent interaction as granted. From the ALife perspective and for ALife agents, the environment for interaction is an active participant in agent dynamics, a first class member of the overall systems. This book originates from the First International Workshop on Environments for Multi-Agent Systems, E4MAS 2004, held in New York, NY, USA in July 2004 as a satellite workshop of AAMAS 2004. The 13 carefully selected reviewed and revised papers presented together with an introductory survey article of close to 50 pages are organized in topical sections on conceptual models, language for design and specification, simulation and environments, mediated coordination, and applications.

Engineering Intelligent Hybrid Multi-Agent Systems

Author : Rajiv Khosla
Publisher : Springer Science & Business Media
Page : 421 pages
File Size : 53,7 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781461562238

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Engineering Intelligent Hybrid Multi-Agent Systems by Rajiv Khosla Pdf

Engineering Intelligent Hybrid Multi-Agent Systems is about building intelligent hybrid systems. Included is coverage of applications and design concepts related to fusion systems, transformation systems and combination systems. These applications are in areas involving hybrid configurations of knowledge-based systems, case-based reasoning, fuzzy systems, artificial neural networks, genetic algorithms, and in knowledge discovery and data mining. Through examples and applications a synergy of these subjects is demonstrated. The authors introduce a multi-agent architectural theory for engineering intelligent associative hybrid systems. The architectural theory is described at both the task structure level and the computational level. This problem-solving architecture is relevant for developing knowledge agents and information agents. An enterprise-wide system modeling framework is outlined to facilitate forward and backward integration of systems developed in the knowledge, information, and data engineering layers of an organization. In the modeling process, software engineering aspects like agent oriented analysis, design and reuse are developed and described. Engineering Intelligent Hybrid Multi-Agent Systems is the first book in the field to provide details of a multi-agent architecture for building intelligent hybrid systems.

Understanding Agent Systems

Author : Mark d’Inverno,Michael Luck
Publisher : Springer Science & Business Media
Page : 249 pages
File Size : 55,6 Mb
Release : 2013-03-09
Category : Computers
ISBN : 9783662107027

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Understanding Agent Systems by Mark d’Inverno,Michael Luck Pdf

Mark d'Inverno and Michael Luck present a formal approach to dealing with agents and agent systems in this second edition of Understanding Agent Systems. The Z specification language is used to establish an accessible and unified formal account of agent systems and inter-agent relationships. In particular, the framework provides precise and unambiguous meanings for common concepts and terms for agent systems, allows for the description of alternative agent models and architectures, and serves as a foundation for subsequent development of increasingly refined agent concepts. The practicability of this approach is verified by applying the formal framework to three detailed case studies. The book will appeal equally to researchers, students, and professionals in industry.