Advances in Domain Adaptation Theory

Written By Ievgen Redko
Advances in Domain Adaptation Theory
  • Publsiher : Elsevier
  • Release : 23 August 2019
  • ISBN : 0081023472
  • Pages : 208 pages
  • Rating : /5 from reviews
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Download or read book entitled Advances in Domain Adaptation Theory by author: Ievgen Redko which was release on 23 August 2019 and published by Elsevier with total page 208 pages . This book available in PDF, EPUB and Kindle Format. 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. Gives an overview of current results on transfer learning Focuses on the adaptation of the field from a theoretical point-of-view Describes four major families of theoretical results in the literature Summarizes existing results on adaptation in the field Provides tips for future research

Advances in Domain Adaptation Theory

Advances in Domain Adaptation Theory
  • Author : Ievgen Redko,Emilie Morvant,Amaury Habrard,Marc Sebban,Younès Bennani
  • Publisher : Elsevier
  • Release Date : 2019-08-23
  • Total pages : 208
  • ISBN : 0081023472
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Summary : 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 ...

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  • ISBN : 0081023472
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Summary : The annual conference on NIPS is the flagship conference on neural computation. It draws top academic researchers from around the world & is considered to be a showcase conference for new developments in network algorithms & architectures. This volume contains all of the papers presented at NIPS 2006....

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Summary : This book presents the proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020), held in Santiago de Compostela, Spain, from 29 August to 8 September 2020. The conference was postponed from June, and much of it conducted online due to the COVID-19 restrictions. The conference is one of the principal occasions for ...

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  • Publisher : Springer Nature
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  • Total pages : 588
  • ISBN : 0081023472
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Summary : This open access book constitutes the proceedings of the 18th International Conference on Intelligent Data Analysis, IDA 2020, held in Konstanz, Germany, in April 2020. The 45 full papers presented in this volume were carefully reviewed and selected from 114 submissions. Advancing Intelligent Data Analysis requires novel, potentially game-changing ideas. IDA’s mission is ...

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  • Publisher : World Scientific Publishing Company Incorporated
  • Release Date : 1985
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  • ISBN : 0081023472
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Summary : Read online Advances in Circuits and Systems written by , published by World Scientific Publishing Company Incorporated which was released on 1985. Download full Advances in Circuits and Systems Books now! Available in PDF, ePub and Kindle....

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Summary : Read online Advances in Connectionist and Neural Computation Theory written by , published by which was released on 1994. Download full Advances in Connectionist and Neural Computation Theory Books now! Available in PDF, ePub and Kindle....

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Summary : Read online Advances in Nursing Theory Development written by Peggy L. Chinn, published by Aspen Publishers which was released on 1983. Download full Advances in Nursing Theory Development Books now! Available in PDF, ePub and Kindle....

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Summary : Read online Advances in Materials Manufacturing Science and Technology XIII Modern design theory and methodology MEMS and Nanotechnology and Material science and technology in manufacturing written by , published by which was released on 2009. Download full Advances in Materials Manufacturing Science and Technology XIII Modern design theory and methodology MEMS and ...

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Summary : This book presents the original articles that have been accepted in the 2019 INNS Big Data and Deep Learning (INNS BDDL) international conference, a major event for researchers in the field of artificial neural networks, big data and related topics, organized by the International Neural Network Society and hosted by the ...

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