Advances in Domain Adaptation Theory

Language: English

Published by Elsevier Science & Technology, ISTE Press - Elsevier, 2019

178548236X / 9781785482366

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -Advances in Domain Adaptation Theory gives current, state-of-the-art results on transfer learning, with a particular focus placed on domain adaptation from a theoretical point-of-view. The book begins with a brief overview of the most popular concepts used to provide generalization guarantees, including sections on Vapnik-Chervonenkis (VC), Rademacher, PAC-Bayesian, Robustness and Stability based bounds. In addition, the book explains domain adaptation problem and describes the four major families of theoretical results that exist in the literature, including the Divergence based bounds. Next, PAC-Bayesian bounds are discussed, including the original PAC-Bayesian bounds for domain adaptation and their updated version. Additional sections present generalization guarantees based on the robustness and stability properties of the learning algorithm. Englisch.

Seller Inventory # 9781785482366

Title
Advances in Domain Adaptation Theory
Author
Ievgen Redko
Publisher
Elsevier Science & Technology, ISTE Press - Elsevier
Publication year
2019
Condition
Neu
Binding
Buch
Language
English
ISBN 10
178548236X
ISBN 13
9781785482366
Item weight
460 grams
Dimensions
229x152x13 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

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BuchWeltWeit Ludwig Meier e.K.

Germany