9783031004155 - a concise introduction to multiagent systems and distributed artificial intelligence (synthesis lectures on artificial intelligence and machine learning) von vlassis, nikos (3 Ergebnisse)
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Zustand: New. In English.
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Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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 th…e 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 per lecture.
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Taschenbuch. Zustand: Neu. A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence | Nikos Vlassis | Taschenbuch | Synthesis Lectures on Artificial Intelligence and Machine Learning | xii | Englisch | 2007 | Springer | EAN 9783031004155 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tierg…artenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
