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Image of Reinforcement Learning Algorithms: Analysis and Applications

Electronic Resource

Reinforcement Learning Algorithms: Analysis and Applications

Belousov, Boris - Personal Name; Abdulsamad, Hany - Personal Name; Klink, Pascal - Personal Name; Parisi, Simone - Personal Name; Peters, Jan - Personal Name;

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This book reviews research developments in diverse areas of reinforcement learning such as model-free actor-critic methods, model-based learning and control, information geometry of policy searches, reward design, and exploration in biology and the behavioral sciences. Special emphasis is placed on advanced ideas, algorithms, methods, and applications.

The contributed papers gathered here grew out of a lecture course on reinforcement learning held by Prof. Jan Peters in the winter semester 2018/2019 at Technische Universität Darmstadt.

The book is intended for reinforcement learning students and researchers with a firm grasp of linear algebra, statistics, and optimization. Nevertheless, all key concepts are introduced in each chapter, making the content self-contained and accessible to a broader audience.


Availability
Inventory Code Barcode Call Number Location Status
1908001650EB0002256006.3 ReiCentral Library (OPAC)Available
Detail Information
Series Title
-
Call Number
006.3 Rei
Publisher
Switzerland : Springer Cham., 2021
Collation
VIII, 206p.:Ill
Language
English
ISBN/ISSN
978-3-030-41188-6
Classification
006.3
Content Type
Ebook
Media Type
-
Carrier Type
online resource
Edition
1
Subject(s)
Computational Intelligence
Specific Detail Info
-
Statement of Responsibility
BRF
Other version/related

No other version available

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  • Reinforcement Learning Algorithms: Analysis and Applications
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