Conformal Prediction for Reliable Machine Learning

  • Author : Vineeth Balasubramanian
  • Publsiher : Morgan Kaufmann
  • Release : 18 June 2021
  • ISBN : 0123985374
  • Page : 298 pages
  • Rating : 4/5 from 21 voters

Download or read online book entitled Conformal Prediction for Reliable Machine Learning written by Vineeth Balasubramanian and published by Morgan Kaufmann. This book was released on 18 June 2021 with total page 298 pages. Available in PDF, EPUB and Kindle. Get best books that you want by click Get Book Button and Read as many books as you like. Book Excerpt : "Traditional, low-dimensional, small scale data have been successfully dealt with using conventional software engineering and classical statistical methods, such as discriminant analysis, neural networks, genetic algorithms and others. But the change of scale in data collection and the dimensionality of modern data sets has profound implications on the type of analysis that can be done. Recently several kernel-based machine learning algorithms have been developed for dealing with high-dimensional problems, where a large number of features could cause a combinatorial explosion. These methods are quickly gaining popularity, and it is widely believed that they will help to meet the challenge of analysing very large data sets. Learning machines often perform well in a wide range of applications and have nice theoretical properties without requiring any parametric statistical assumption about the source of data (unlike traditional statistical techniques). However, a typical drawback of many machine learning algorithms is that they usually do not provide any useful measure of con dence in the predicted labels of new, unclassi ed examples. Con dence estimation is a well-studied area of both parametric and non-parametric statistics; however, usually only low-dimensional problems are considered"--

Conformal Prediction for Reliable Machine Learning

Conformal Prediction for Reliable Machine Learning
Author: Vineeth Balasubramanian,Shen-Shyang Ho,Vladimir Vovk
Publisher: Morgan Kaufmann
Relase: 2014
ISBN: 0123985374
GET BOOK

Conformal Prediction for Reliable Machine Learning

Conformal Prediction for Reliable Machine Learning
Author: Vineeth Balasubramanian,Shen-Shyang Ho,Vladimir Vovk
Publisher: Newnes
Relase: 2014-04-23
ISBN: 9780124017153
GET BOOK

Algorithmic Learning in a Random World

Algorithmic Learning in a Random World
Author: Vladimir Vovk,Alexander Gammerman,Glenn Shafer
Publisher: Springer Science & Business Media
Relase: 2005-03-22
ISBN: 0387001522
GET BOOK

Statistical Learning and Data Sciences

Statistical Learning and Data Sciences
Author: Alexander Gammerman,Vladimir Vovk,Harris Papadopoulos
Publisher: Springer
Relase: 2015-04-02
ISBN: 9783319170916
GET BOOK

Conformal Predictions in Multimedia Pattern Recognition

Conformal Predictions in Multimedia Pattern Recognition
Author: Vineeth Nallure Balasubramanian
Publisher: Unknown
Relase: 2010
ISBN: OCLC:800208361
GET BOOK

Characterizing the Limits and Defenses of Machine Learning in Adversarial Settings

Characterizing the Limits and Defenses of Machine Learning in Adversarial Settings
Author: Nicolas Papernot
Publisher: Unknown
Relase: 2018
ISBN: OCLC:1038418985
GET BOOK

Artificial Intelligence Abstracts Annual 1989

Artificial Intelligence Abstracts Annual 1989
Author: Anonim
Publisher: Unknown
Relase: 1990-04
ISBN: 0835226743
GET BOOK

Scientific and Technical Aerospace Reports

Scientific and Technical Aerospace Reports
Author: Anonim
Publisher: Unknown
Relase: 1971
ISBN: UIUC:30112106767533
GET BOOK

Government Reports Announcements Index

Government Reports Announcements   Index
Author: Anonim
Publisher: Unknown
Relase: 1995
ISBN: MINN:31951P00544961G
GET BOOK

Index to IEEE Publications

Index to IEEE Publications
Author: Institute of Electrical and Electronics Engineers
Publisher: Unknown
Relase: 1994
ISBN: STANFORD:36105010867484
GET BOOK

Dissertation Abstracts International

Dissertation Abstracts International
Author: Anonim
Publisher: Unknown
Relase: 1987
ISBN: STANFORD:36105020027012
GET BOOK

Science Abstracts

Science Abstracts
Author: Anonim
Publisher: Unknown
Relase: 1995
ISBN: OSU:32435051560209
GET BOOK

Mathematical Reviews

Mathematical Reviews
Author: Anonim
Publisher: Unknown
Relase: 1998
ISBN: UOM:39015049327797
GET BOOK