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570.00 ₪
Advances in Domain Adaptation Theory
570.00 ₪
ISBN13
9781785482366
זמן אספקה
במלאי, (זמן אספקה 5 ימי עסקים)
עמודים
250
פורמט
Hardback
תאריך יציאה לאור
14 באוג׳ 2019
Domain Adaptation Theory: Available Theoretical Results 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.
עמודים | 250 |
---|---|
פורמט | Hardback |
ISBN10 | 178548236X |
תאריך יציאה לאור | 14 באוג׳ 2019 |
תוכן עניינים | 1. Introduction 2. State-of-the-art on statistical learning theory 3. Domain adaptation problem 4. Divergence based bounds 5. PAC-Bayes bounds for domain adaptation 6. Robustness and adaptation 7. Stability and hypothesis transfer learning 8. Impossibility results 9. Conclusions and open discussions |
זמן אספקה | במלאי, (זמן אספקה 5 ימי עסקים) |
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