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portada Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems
Type
Physical Book
Publisher
Author
Year
2017
Language
English
Pages
171
Format
Hardcover
ISBN13
9783319654782
Edition No.
1
Categories

Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems

Tatiana Tatarenko (Author) · Springer · Hardcover

Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems - Tatiana Tatarenko

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Synopsis "Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems "

This book presents new efficient methods for optimization in realistic large-scale, multi-agent systems. These methods do not require the agents to have the full information about the system, but instead allow them to make their local decisions based only on the local information, possibly obtained during communication with their local neighbors. The book, primarily aimed at researchers in optimization and control, considers three different information settings in multi-agent systems: oracle-based, communication-based, and payoff-based. For each of these information types, an efficient optimization algorithm is developed, which leads the system to an optimal state. The optimization problems are set without such restrictive assumptions as convexity of the objective functions, complicated communication topologies, closed-form expressions for costs and utilities, and finiteness of the system’s state space. 

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