• Home
  • Advances in Domain Adaptation Theory

Advances in Domain Adaptation Theory

Advances in Domain Adaptation Theory
  • Author : Ievgen Redko
  • Publsiher : Elsevier
  • Release : 23 August 2019
  • ISBN : 0081023472
  • Pages : 208 pages
  • Rating : 4/5 from 21 ratings
GET THIS BOOKAdvances in Domain Adaptation Theory

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 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 : 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.

Book Advances in Domain Adaptation Theory PDF Download/ Read Online


Advances in Knowledge Discovery and Data Mining

Advances in Knowledge Discovery and Data Mining
  • Author : Kamal Karlapalem,Hong Cheng,Naren Ramakrishnan,R. K. Agrawal,P. Krishna Reddy,Jaideep Srivastava,Tanmoy Chakraborty
  • Publisher : Springer Nature
  • Release : 08 May 2021
GET THIS BOOKAdvances in Knowledge Discovery and Data Mining

The 3-volume set LNAI 12712-12714 constitutes the proceedings of the 25th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2021, which was held during May 11-14, 2021. The 157 papers included in the proceedings were carefully reviewed and selected from a total of 628 submissions. They were organized in topical sections as follows: Part I: Applications of knowledge discovery and data mining of specialized data; Part II: Classical data mining; data mining theory and principles; recommender systems; and text analytics; Part

Book Advances in Knowledge Discovery and Data Mining PDF Download/ Read Online


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 : 19 September 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.

Book Advances in Neural Information Processing Systems 19 PDF Download/ Read Online


Advances in Data Mining. Applications and Theoretical Aspects

Advances in Data Mining. Applications and Theoretical Aspects
  • Author : Petra Perner
  • Publisher : Springer
  • Release : 04 July 2018
GET THIS BOOKAdvances in Data Mining. Applications and Theoretical Aspects

This volume constitutes the proceedings of the 18th Industrial Conference on Adances in Data Mining, ICDM 2018, held in New York, NY, USA, in July 2018. The 24 regular papers presented in this book were carefully reviewed and selected from 146 submissions. The topics range from theoretical aspects of data mining to applications of data mining, such as in multimedia data, in marketing, in medicine and agriculture, and in process control, industry, and society.

Book Advances in Data Mining. Applications and Theoretical Aspects PDF Download/ Read Online


Advances in Intelligent Data Analysis XVIII

Advances in Intelligent Data Analysis XVIII
  • Author : Michael R. Berthold,Ad Feelders,Georg Krempl
  • Publisher : Springer Nature
  • Release : 22 April 2020
GET THIS BOOKAdvances in Intelligent Data Analysis XVIII

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 to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation.

Book Advances in Intelligent Data Analysis XVIII PDF Download/ Read Online


Advances in Machine Learning

Advances in Machine Learning
  • Author : Zhi-Hua Zhou,Takashi Washio
  • Publisher : Springer
  • Release : 03 November 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

Book Advances in Machine Learning PDF Download/ Read Online


MICAI 2000: Advances in Artificial Intelligence

MICAI 2000: Advances in Artificial Intelligence
  • Author : Osvaldo Cairo,Enrique L. Sucar,Francisco J. Cantu
  • Publisher : Springer
  • Release : 30 December 2006
GET THIS BOOKMICAI 2000: Advances in Artificial Intelligence

Fifty years ago, A. Turing predicted that by 2000 we would have a machine that could pass the Turing test. Although this may not yet be true, AI has advanced signi?cantly in these 50 years, and at the dawn of the XXI century is still an activeandchallenging?eld.Thisyearisalsosigni?cantforAIinMexico,withthe merging of the two major AI conferences into the biennial Mexican International Conference on Arti?cial Intelligence (MICAI) series. MICAI is the union of the Mexican National AI Conference (RNIA)

Book MICAI 2000: Advances in Artificial Intelligence PDF Download/ Read Online


Multimodal Interaction in Image and Video Applications

Multimodal Interaction in Image and Video Applications
  • Author : Angel D. Sappa,Jordi Vitrià
  • Publisher : Springer Science & Business Media
  • Release : 11 January 2013
GET THIS BOOKMultimodal Interaction in Image and Video Applications

Traditional Pattern Recognition (PR) and Computer Vision (CV) technologies have mainly focused on full automation, even though full automation often proves elusive or unnatural in many applications, where the technology is expected to assist rather than replace the human agents. However, not all the problems can be automatically solved being the human interaction the only way to tackle those applications. Recently, multimodal human interaction has become an important field of increasing interest in the research community. Advanced man-machine interfaces with

Book Multimodal Interaction in Image and Video Applications PDF Download/ Read Online


Deep Learning for the Earth Sciences

Deep Learning for the Earth Sciences
  • Author : Gustau Camps-Valls,Devis Tuia,Xiao Xiang Zhu,Markus Reichstein
  • Publisher : John Wiley & Sons
  • Release : 18 August 2021
GET THIS BOOKDeep Learning for the Earth Sciences

DEEP LEARNING FOR THE EARTH SCIENCES Explore this insightful treatment of deep learning in the field of earth sciences, from four leading voices Deep learning is a fundamental technique in modern Artificial Intelligence and is being applied to disciplines across the scientific spectrum; earth science is no exception. Yet, the link between deep learning and Earth sciences has only recently entered academic curricula and thus has not yet proliferated. Deep Learning for the Earth Sciences delivers a unique perspective and

Book Deep Learning for the Earth Sciences PDF Download/ Read Online


Advances in Web-Based Learning -- ICWL 2003

Advances in Web-Based Learning -- ICWL 2003
  • Author : Wanlei Zhou,Paul Nicholson,Brian Corbitt,Joseph Fong
  • Publisher : Springer Science & Business Media
  • Release : 04 August 2003
GET THIS BOOKAdvances in Web-Based Learning -- ICWL 2003

nd The 2 International Conference on Web-Based Learning (ICWL 2003) took place in Melbourne, Australia. ICWL 2003 followed the tradition of the successful ICWL 2002 held in Hong Kong and aimed at providing an in-depth study of the technical and pedago- cal issues, as well as incorporating management issues of Web-based learning. Additionally, there was a focus on issues of interest to the learner, o?ering the optimal Web based learning environment to achieve high academic results. - akin University organized this conference in

Book Advances in Web-Based Learning -- ICWL 2003 PDF Download/ Read Online


Advances in Semantic Media Adaptation and Personalization

Advances in Semantic Media Adaptation and Personalization
  • Author : Manolis Wallace,Marios C. Angelides,Phivos Mylonas
  • Publisher : Springer
  • 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.

Book Advances in Semantic Media Adaptation and Personalization PDF Download/ Read Online


Advances in Systems Science

Advances in Systems Science
  • Author : Jerzy Świątek,Jakub M. Tomczak
  • Publisher : Springer
  • Release : 04 November 2016
GET THIS BOOKAdvances in Systems Science

This book gathers the carefully reviewed proceedings of the 19th International Conference on Systems Science, presenting recent research findings in the areas of Artificial Intelligence, Machine Learning, Communication/Networking and Information Technology, Control Theory, Decision Support, Image Processing and Computer Vision, Optimization Techniques, Pattern Recognition, Robotics, Service Science, Web-based Services, Uncertain Systems and Transportation Systems. The International Conference on Systems Science was held in Wroclaw, Poland from September 7 to 9, 2016, and addressed a range of topics, including systems theory, control theory,

Book Advances in Systems Science PDF Download/ Read Online


Advances in Archaeological Method and Theory

Advances in Archaeological Method and Theory
  • Author : Michael B Schiffer
  • Publisher : Academic Press
  • Release : 30 June 2014
GET THIS BOOKAdvances in Archaeological Method and Theory

Advances in Archaeological Method and Theory, Volume 11 is a collection of papers that discusses world systems theory, modeling interregional interaction in prehistory, and the archaeological analysis of ceramics. Some papers review dating and weathering of inorganic materials, strategies for paleo-environmental reconstruction, as well as deposits and depositional events. One paper reviews the Old World state formation that occurred in West Asia during the fourth and third millennia B.C. Another paper examines the role of interactions among societies in the

Book Advances in Archaeological Method and Theory PDF Download/ Read Online


Advances in Case-Based Reasoning

Advances in Case-Based Reasoning
  • Author : Ian Smith,ECCBR.,Boi Faltings,European Workshop on Case-based Reasoning (3 : 1996 : Lausanne)
  • Publisher : Springer Science & Business Media
  • Release : 23 October 1996
GET THIS BOOKAdvances in Case-Based Reasoning

This book constitutes the refereed proceedings of the Third European Workshop on Case-Based Reasoning, EWCBR-96, held in Lausanne, Switzerland, in November 1996. Case-based reasoning is an appealing technique for dealing with the knowledge acquisition bottleneck in computer applications; solutions to new problems are found by adapting similar experience from the past, called cases. The 38 revised full papers presented were carefully selected from a broad variety of submissions after a thorough refereeing process. The volume refleats the state of the art in

Book Advances in Case-Based Reasoning PDF Download/ Read Online


Advances in Computers

Advances in Computers
  • Author : Marvin Zelkowitz
  • Publisher : Elsevier
  • Release : 11 August 2005
GET THIS BOOKAdvances in Computers

This present volume describes some of the latest advances in the computer science field today. This current volume emphasizes information processing with chapters on artificial intelligence, data bases and software engineering. In particular it looks at the interfaces between AI and software development with chapters on how AI affects the development of correct programs, and conversely, how software engineering can affect the development of correct AI programs. Key Features: * In-depth surveys and tutorials on new computer technology. * Well-known authors and

Book Advances in Computers PDF Download/ Read Online