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Explainable and Transparent AI and Multi-Agent Systems

Explainable and Transparent AI and Multi-Agent Systems
Author: Davide Calvaresi
Publisher: Springer Nature
Total Pages: 345
Release: 2021-07-16
Genre: Computers
ISBN: 3030820173

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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

Explainable and Transparent AI and Multi-Agent Systems
Author: Davide Calvaresi
Publisher: Springer Nature
Total Pages: 242
Release: 2022-09-22
Genre: Computers
ISBN: 3031155653

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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

Explainable, Transparent Autonomous Agents and Multi-Agent Systems
Author: Davide Calvaresi
Publisher: Springer Nature
Total Pages: 221
Release: 2019-09-10
Genre: Computers
ISBN: 3030303918

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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 and Transparent AI and Multi-Agent Systems

Explainable and Transparent AI and Multi-Agent Systems
Author: Davide Calvaresi
Publisher:
Total Pages: 0
Release: 2021
Genre:
ISBN: 9783030820183

Download Explainable and Transparent AI and Multi-Agent Systems Book in PDF, ePub and Kindle

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, Transparent Autonomous Agents and Multi-Agent Systems

Explainable, Transparent Autonomous Agents and Multi-Agent Systems
Author: Davide Calvaresi
Publisher: Springer Nature
Total Pages: 161
Release: 2020-07-07
Genre: Computers
ISBN: 3030519244

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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.


Advanced Methods and Technologies for Agent and Multi-Agent Systems

Advanced Methods and Technologies for Agent and Multi-Agent Systems
Author: D. Barbucha
Publisher: IOS Press
Total Pages: 484
Release: 2013-05-14
Genre: COMPUTERS
ISBN: 1614992541

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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.


An Application Science for Multi-Agent Systems

An Application Science for Multi-Agent Systems
Author: Thomas A. Wagner
Publisher: Springer Science & Business Media
Total Pages: 251
Release: 2006-04-11
Genre: Computers
ISBN: 1402078684

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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.


Innovations in Multi-Agent Systems and Application – 1

Innovations in Multi-Agent Systems and Application – 1
Author: Dipti Srinivasan
Publisher: Springer Science & Business Media
Total Pages: 303
Release: 2010-08-10
Genre: Computers
ISBN: 3642144349

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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

Multi-agent Systems
Author: Jacques Ferber
Publisher: Addison-Wesley Professional
Total Pages: 536
Release: 1999
Genre: Computers
ISBN:

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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.