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Titlebook: A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence; Nikos Vlassis Book 2007 Springer Nature Switzerland

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期刊全称A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence
影响因子2023Nikos Vlassis
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学科分类Synthesis Lectures on Artificial Intelligence and Machine Learning
图书封面Titlebook: A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence;  Nikos Vlassis Book 2007 Springer Nature Switzerland
影响因子Multiagent systems is an expanding field that blends classical fields like game theory and decentralized control with modern fields like computer science and machine learning. This monograph provides a concise introduction to the subject, covering the theoretical foundations as well as more recent developments in a coherent and readable manner. The text is centered on the concept of an agent as decision maker. Chapter 1 is a short introduction to the field of multiagent systems. Chapter 2 covers the basic theory of singleagent decision making under uncertainty. Chapter 3 is a brief introduction to game theory, explaining classical concepts like Nash equilibrium. Chapter 4 deals with the fundamental problem of coordinating a team of collaborative agents. Chapter 5 studies the problem of multiagent reasoning and decision making under partial observability. Chapter 6 focuses on the design of protocols that are stable against manipulations by self-interested agents. Chapter 7 provides a short introduction to the rapidly expanding field of multiagent reinforcement learning. The material can be used for teaching a half-semester course on multiagent systems covering, roughly, one chapter
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Landscape Aesthetics and Politics, the others, prior to making decisions. We formalize the notions of knowledge and common knowledge in such domains, and describe the model of a Bayesian game for multiagent decision making under partial observability.
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A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence978-3-031-01543-4Series ISSN 1939-4608 Series E-ISSN 1939-4616
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Synthesis Lectures on Artificial Intelligence and Machine Learninghttp://image.papertrans.cn/a/image/140387.jpg
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Postoperative Aesthetic ConsiderationsIn this chapter we address the problem of multiagent . We analyze the problem using the framework of strategic games that we studied in Chapter 3, and we describe several practical techniques like social conventions, roles, and coordination graphs.
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