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Transfer in Reinforcement Learning Domains - 9783642018817
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Specifiche dell'oggetto
- Condizione
- Book Title
- Transfer in Reinforcement Learning Domains
- ISBN
- 9783642018817
- Publication Name
- Transfer in Reinforcement Learning Domains
- Publisher
- Springer-Verlag Berlin AND Heidelberg Gmbh & Co. KG
- Subject
- Computer Science
- Publication Year
- 2009
- Series
- Studies in Computational Intelligence
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Height
- 235 mm
- Item Weight
- 1150 g
- Item Width
- 155 mm
- Number of Pages
- 230 Pages
Informazioni su questo prodotto
Product Information
In reinforcement learning (RL) problems, learning agents sequentially execute actions with the goal of maximizing a reward signal. The RL framework has gained popularity with the development of algorithms capable of mastering increasingly complex problems, but learning difficult tasks is often slow or infeasible when RL agents begin with no prior knowledge. The key insight behind transfer learning is that generalization may occur not only within tasks, but also across tasks. While transfer has been studied in the psychological literature for many years, the RL community has only recently begun to investigate the benefits of transferring knowledge. This book provides an introduction to the RL transfer problem and discusses methods which demonstrate the promise of this exciting area of research. The key contributions of this book are: Definition of the transfer problem in RL domains Background on RL, sufficient to allow a wide audience to understand discussed transfer concepts Taxonomy for transfer methods in RL Survey of existing approaches In-depth presentation of selected transfer methods Discussion of key open questions By way of the research presented in this book, the author has established himself as the pre-eminent worldwide expert on transfer learning in sequential decision making tasks. A particular strength of the research is its very thorough and methodical empirical evaluation, which Matthew presents, motivates, and analyzes clearly in prose throughout the book. Whether this is your initial introduction to the concept of transfer learning, or whether you are a practitioner in the field looking for nuanced details, I trust that you will find this book to be an enjoyable and enlightening read. Peter Stone, Associate Professor of Computer Science
Product Identifiers
Publisher
Springer-Verlag Berlin AND Heidelberg Gmbh & Co. KG
ISBN-13
9783642018817
eBay Product ID (ePID)
90204014
Product Key Features
Number of Pages
230 Pages
Language
English
Publication Name
Transfer in Reinforcement Learning Domains
Publication Year
2009
Subject
Computer Science
Type
Textbook
Series
Studies in Computational Intelligence
Format
Hardcover
Dimensions
Item Height
235 mm
Item Weight
1150 g
Item Width
155 mm
Volume
216
Additional Product Features
Country/Region of Manufacture
Germany
Descrizione dell'oggetto fatta dal venditore
Informazioni sul venditore professionale
BOOKS ETC LIMITED
Andy Smith
Books Etc, Unit 4
Eastern Road
Aldershot
Hampshire
GU12 4YD
United Kingdom
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- 06687355
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- -***o (130)- Feedback lasciato dall'acquirente.Ultimi 6 mesiAcquisto verificatoExcellent, as always with books-etc. Exactly as described, good packaging in sturdy cardboard, which is very important to me. I don't like flimsy paper/polythene envelopes. Perfect condition book at a great price. It usually takes about a week to receive an item, but with free postage so what?! There's a reason I keep coming back to them - they are a top seller. Thank you.
- o***n (2847)- Feedback lasciato dall'acquirente.Ultimi 6 mesiAcquisto verificatoAn excellent book at a great price. It was my first purchase from this seller and i was expecting a service similar to others on eBay. However it took a long time to be despatched and to reach me. The original order was placed on 6 June. It was not despatched until 11 June and finally it arrived 14 June. I may not use this seller in the future if i want an item in a few days but i cannot fault them on the quality of the item - as described - so ultimately i am happy and have learned a lesson,Shiva's Hologram - 9781803413341 (#355083215954)
- f***f (426)- Feedback lasciato dall'acquirente.Mese scorsoAcquisto verificatoVery reasonable price for an impressive hardcover volume, in new condition, which is getting fairly scarce. Packaged very securely, posted quickly and arrived in perfect condition. Fast, friendly and helpful communication as well. (The first copy I ordered got 'lost' at the Global Shipping Centre - even with a tracking number. I was sent a full refund, without any questions - and used that to order this copy, which arrived without any hassles). All good!