![A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence, PDF eBook A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence, PDF eBook](http://speedyhen.dmmserver.com/media/640/97830310/9783031015434.jpg)
A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence PDF
by Nikos Vlassis
Part of the Synthesis Lectures on Artificial Intelligence and Machine Learning series
- Information
Description
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 per lecture.
Information
-
Download Now
- Format:PDF
- Publisher:Springer International Publishing
- Publication Date:01/06/2022
- Category:
- ISBN:9783031015434
Information
-
Download Now
- Format:PDF
- Publisher:Springer International Publishing
- Publication Date:01/06/2022
- Category:
- ISBN:9783031015434