Advances in Domain Adaptation Theory

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

Produk Detail:

  • Author : Ievgen Redko
  • Publisher : Elsevier
  • Pages : 208 pages
  • ISBN : 0081023472
  • Rating : 4/5 from 21 reviews
CLICK HERE TO GET THIS BOOKAdvances in Domain Adaptation Theory

Advances in Domain Adaptation Theory

Advances in Domain Adaptation Theory
  • Author : Ievgen Redko,Emilie Morvant,Amaury Habrard,Marc Sebban,Younès Bennani
  • Publisher : Elsevier
  • Release : 23 August 2019
GET THIS BOOKAdvances in Domain Adaptation Theory

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.

Advances in Neural Information Processing Systems 19

Advances in Neural Information Processing Systems 19
  • Author : Bernhard Schölkopf,John Platt,Thomas Hofmann
  • Publisher : MIT Press
  • Release : 12 April 2021
GET THIS BOOKAdvances in Neural Information Processing Systems 19

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.

ECAI 2020

ECAI 2020
  • Author : G. De Giacomo,A. Catala,B. Dilkina
  • Publisher : IOS Press
  • Release : 11 September 2020
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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 researchers and practitioners of AI to meet and discuss the latest trends and challenges in all fields of AI and to demonstrate innovative applications and uses of advanced AI technology.

Advances in Machine Learning

Advances in Machine Learning
  • Author : Zhi-Hua Zhou,Takashi Washio
  • Publisher : Springer Science & Business Media
  • Release : 06 October 2009
GET THIS BOOKAdvances in Machine Learning

The First Asian Conference on Machine Learning (ACML 2009) was held at Nanjing, China during November 2–4, 2009.This was the ?rst edition of a series of annual conferences which aim to provide a leading international forum for researchers in machine learning and related ?elds to share their new ideas and research ?ndings. This year we received 113 submissions from 18 countries and regions in Asia, Australasia, Europe and North America. The submissions went through a r- orous double-blind reviewing process. Most submissions received four

Advances in Case-Based Reasoning

Advances in Case-Based Reasoning
  • Author : France Ewcbr-9 1994 Chantilly,Jean-Paul Haton,Mark Keane,Michel Manago
  • Publisher : Springer Science & Business Media
  • Release : 11 October 1995
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The type of material considered for publication includes drafts of original papers or monographs, technical reports of high quality and broad interest, advanced-level lectures, reports of meetings, provided they are of exceptional interest and focused on a single topic.

Advances in Chemical Physics

Advances in Chemical Physics
  • Author : Stuart A. Rice,Aaron R. Dinner
  • Publisher : John Wiley & Sons
  • Release : 20 November 2014
GET THIS BOOKAdvances in Chemical Physics

Advances in Chemical Physics is the only series of volumes available that explores the cutting edge of research in chemical physics. This is the only series of volumes available that presents the cutting edge of research in chemical physics. Includes contributions from experts in this field of research. Contains a representative cross-section of research that questions established thinking on chemical solutions. Structured with an editorial framework that makes the book an excellent supplement to an advanced graduate class in physical

Advances in Semantic Media Adaptation and Personalization

Advances in Semantic Media Adaptation and Personalization
  • Author : Manolis Wallace,Marios C. Angelides,Phivos Mylonas
  • Publisher : Springer Science & Business Media
  • Release : 04 January 2008
GET THIS BOOKAdvances in Semantic Media Adaptation and Personalization

Realizing the growing importance of semantic adaptation and personalization of media, the editors of this book brought together leading researchers and practitioners of the field to discuss the state-of-the-art, and explore emerging exciting developments. This volume comprises extended versions of selected papers presented at the 1st International Workshop on Semantic Media Adaptation and Personalization (SMAP 2006), which took place in Athens in December 2006.

Advances in Sport Psychology

Advances in Sport Psychology
  • Author : Thelma S. Horn
  • Publisher : Human Kinetics
  • Release : 12 April 2021
GET THIS BOOKAdvances in Sport Psychology

This third edition presents a thorough review of the literature and terminilogy in key topic areas. The clear explanation of potential research directions and the list of contributors make this a must-have book for students of sport psychology.

Advances in Case-Based Reasoning

Advances in Case-Based Reasoning
  • Author : Barry Smyth,EWCBR-98,Padraig Cunningham,P. Adradg Cunningham
  • Publisher : Springer Science & Business Media
  • Release : 09 September 1998
GET THIS BOOKAdvances in Case-Based Reasoning

This book constitutes the refereed proceedings of the 4th European Workshop on Case-Based Reasoning, EWCBR-98, held in Dublin, Ireland, in September 1998. The 41 revised full papers presented were carefully selected and reviewed for inclusion in the proceedings. The contributions address the representation and organization of cases in case-bases, the assessment of case similarity, the efficient retrieval of cases from large case-bases, the adaptation of similar case solutions to fit the current problem, case learning and case-base maintenance, and the application of

Lentivirus: Advances in Research and Treatment: 2011 Edition

Lentivirus: Advances in Research and Treatment: 2011 Edition
  • Author : Anonim
  • Publisher : ScholarlyEditions
  • Release : 09 January 2012
GET THIS BOOKLentivirus: Advances in Research and Treatment: 2011 Edition

Lentivirus: Advances in Research and Treatment: 2011 Edition is a ScholarlyBrief™ that delivers timely, authoritative, comprehensive, and specialized information about Lentivirus in a concise format. The editors have built Lentivirus: Advances in Research and Treatment: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Lentivirus in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Lentivirus: Advances in Research and Treatment: 2011

Advances in Clinical Child Psychology

Advances in Clinical Child Psychology
  • Author : Benjamin Lahey
  • Publisher : Springer Science & Business Media
  • Release : 09 March 2013
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Advances in Clinical Child Psychology is. a serial publication designed to bring together original summaries of the most important new develop ments in the field of clinical child psychology and its related disciplines. Each chapter is written by a key figure in an innovative area of research or by an individual who is particularly well qualified to comment on a topic of major contemporary importance. These chapters provide con venient, concise explorations of empirical and clinical advances in the field.

Advances in Neural Information Processing Systems 15

Advances in Neural Information Processing Systems 15
  • Author : Suzanna Becker,Sebastian Thrun,Klaus Obermayer
  • Publisher : MIT Press
  • Release : 12 April 2021
GET THIS BOOKAdvances in Neural Information Processing Systems 15

Proceedings of the 2002 Neural Information Processing Systems Conference. The annual Neural Information Processing (NIPS) meeting is the flagship conference on neural computation. The conference draws a diverse group of attendees--physicists, neuroscientists, mathematicians, statisticians, and computer scientists--and the presentations are interdisciplinary, with contributions in algorithms, learning theory, cognitive science, neuroscience, vision, speech and signal processing, reinforcement learning and control, implementations, and applications. Only about thirty percent of the papers submitted are accepted for presentation at NIPS, so the quality is exceptionally