عنوان

Sample efficient multiagent learning in the presence of Markovian agents /

شرايط تهيه و بها

(electronic bk.)

شرايط تهيه و بها

(electronic bk.)

شابک

3319026062

شابک

9783319026060

شابک اشتباه

3319026054

شابک اشتباه

9783319026053

شماره

dltt

عنوان اصلي

Sample efficient multiagent learning in the presence of Markovian agents /

نام عام مواد

[Book]

نام نخستين پديدآور

Doran Chakraborty

نام خاص و کميت اثر

1 online resource (xvii, 147 pages)

عنوان فروست

Studies in computational intelligence ;

مشخصه جلد

volume 523

متن يادداشت

Includes bibliographical references

متن يادداشت

Introduction -- Background -- Learn or Exploit in Adversary Induced Markov Decision Processes -- Convergence, Targeted Optimality and Safety in Multiagent Learning -- Maximizing -- Targeted Modeling of Markovian agents -- Structure Learning in Factored MDPs -- Related Work -- Conclusion and Future Work

بدون عنوان

0

متن يادداشت

The problem of Multiagent Learning (or MAL) is concerned with the study of how intelligent entities can learn and adapt in the presence of other such entities that are simultaneously adapting. The problem is often studied in the stylized settings provided by repeated matrix games (a.k.a. normal form games). The goal of this book is to develop MAL algorithms for such a setting that achieve a new set of objectives which have not been previously achieved. In particular this book deals with learning in the presence of a new class of agent behavior that has not been studied or modeled before in a MAL context: Markovian agent behavior. Several new challenges arise when interacting with this particular class of agents. The book takes a series of steps towards building completely autonomous learning algorithms that maximize utility while interacting with such agents. Each algorithm is meticulously specified with a thorough formal treatment that elucidates its key theoretical properties

عنوان

Sample efficient multiagent learning in the presence of Markovian agents.

شماره استاندارد بين المللي کتاب و موسيقي

3319026054

موضوع مستند نشده

Machine learning

موضوع مستند نشده

Markov processes

موضوع مستند نشده

Multiagent systems

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Chakraborty, Doran

مستند نام تنالگان تاييد نشده

Ohio Library and Information Network

تاريخ عمليات

20150224074132.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y