Learning in Cooperative Multi-Agent Systems

Name: Learning in Cooperative Multi-Agent Systems
Brand: Sudwestdeutscher Verlag Fur Hochschulschriften AG
SKU: 9783838110363
Price: 68.89 EUR
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Distributed Reinforcement Learning Algorithms and their Application to Scheduling Problems

Autor: Thomas Gabel

Jazyk:

Väzba: Brožovaná

Vydavateľ: Sudwestdeutscher Verlag Fur Hochschulschriften AG

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In a distributed system, a number of individually acting agents coexist. In order to achieve a commo...

Informácie o knihe

Autor

Thomas Gabel

Jazyk

Nemčina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

192

EAN

9783838110363

ISBN

3838110366

Enbook ID

06943315

Vydavateľ

Sudwestdeutscher Verlag Fur Hochschulschriften AG

Hmotnosť

263

Rozmery

152 x 229 x 10

Kompletný popis

In a distributed system, a number of individually acting agents coexist. In order to achieve a common goal, coordinated cooperation between the agents is crucial. Many real-world applications are well-suited to be formulated in terms of spatially or functionally distributed entities. Job-shop scheduling represents one such application. Multi-agent reinforcement learning (RL) methods allow for automatically acquiring cooperative policies based solely on a specification of the desired joint behavior of the whole system. However, the decentralization of the control and observation of the system among independent agents has a significant impact on problem complexity. The author Thomas Gabel addresses the intricacy of learning and acting in multi-agent systems by two complementary approaches. He identifies a subclass of general decentralized decision-making problems that features provably reduced complexity. Moreover, he presents various novel model-free multi-agent RL algorithms that are capable of quickly obtaining approximate solutions in the vicinity of the optimum. All algorithms proposed are evaluated in the scope of various established scheduling benchmark problems.

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Learning in Cooperative Multi-Agent Systems

Distributed Reinforcement Learning Algorithms and their Application to Scheduling Problems

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Kompletný popis

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Zákazníci, ktorí si kúpili túto knihu, kúpili tiež