Conformal Prediction for Reliable Machine Learning

Written By Vineeth Balasubramanian
Conformal Prediction for Reliable Machine Learning
  • Publsiher : Newnes
  • Release : 23 April 2014
  • ISBN : 0124017150
  • Pages : 334 pages
  • Rating : /5 from reviews
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Download or read book entitled Conformal Prediction for Reliable Machine Learning by author: Vineeth Balasubramanian which was release on 23 April 2014 and published by Newnes with total page 334 pages . This book available in PDF, EPUB and Kindle Format. The conformal predictions framework is a recent development in machine learning that can associate a reliable measure of confidence with a prediction in any real-world pattern recognition application, including risk-sensitive applications such as medical diagnosis, face recognition, and financial risk prediction. Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and Applications captures the basic theory of the framework, demonstrates how to apply it to real-world problems, and presents several adaptations, including active learning, change detection, and anomaly detection. As practitioners and researchers around the world apply and adapt the framework, this edited volume brings together these bodies of work, providing a springboard for further research as well as a handbook for application in real-world problems. Understand the theoretical foundations of this important framework that can provide a reliable measure of confidence with predictions in machine learning Be able to apply this framework to real-world problems in different machine learning settings, including classification, regression, and clustering Learn effective ways of adapting the framework to newer problem settings, such as active learning, model selection, or change detection

Conformal Prediction for Reliable Machine Learning

Conformal Prediction for Reliable Machine Learning
  • Author : Vineeth Balasubramanian,Shen-Shyang Ho,Vladimir Vovk
  • Publisher : Newnes
  • Release Date : 2014-04-23
  • Total pages : 334
  • ISBN : 0124017150
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Summary : The conformal predictions framework is a recent development in machine learning that can associate a reliable measure of confidence with a prediction in any real-world pattern recognition application, including risk-sensitive applications such as medical diagnosis, face recognition, and financial risk prediction. Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and ...

Statistical Learning and Data Sciences

Statistical Learning and Data Sciences
  • Author : Alexander Gammerman,Vladimir Vovk,Harris Papadopoulos
  • Publisher : Springer
  • Release Date : 2015-04-02
  • Total pages : 444
  • ISBN : 0124017150
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Summary : This book constitutes the refereed proceedings of the Third International Symposium on Statistical Learning and Data Sciences, SLDS 2015, held in Egham, Surrey, UK, April 2015. The 36 revised full papers presented together with 2 invited papers were carefully reviewed and selected from 59 submissions. The papers are organized in topical sections on statistical learning ...

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
  • Release Date : 2018
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Advances in machine learning (ML) in recent years have enabled a dizzying array of applications such as object recognition, autonomous systems, security diagnostics, and playing the game of Go. Machine learning is not only a new paradigm for building software and systems, it is bringing social disruption at scale. There ...

Algorithmic Learning in a Random World

Algorithmic Learning in a Random World
  • Author : Vladimir Vovk,Alexander Gammerman,Glenn Shafer
  • Publisher : Springer Science & Business Media
  • Release Date : 2005-03-22
  • Total pages : 324
  • ISBN : 0124017150
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Summary : Algorithmic Learning in a Random World describes recent theoretical and experimental developments in building computable approximations to Kolmogorov's algorithmic notion of randomness. Based on these approximations, a new set of machine learning algorithms have been developed that can be used to make predictions and to estimate their confidence and credibility ...

Advances and Trends in Artificial Intelligence From Theory to Practice

Advances and Trends in Artificial Intelligence  From Theory to Practice
  • Author : Franz Wotawa,Gerhard Friedrich,Ingo Pill,Roxane Koitz-Hristov,Moonis Ali
  • Publisher : Springer
  • Release Date : 2019-06-28
  • Total pages : 865
  • ISBN : 0124017150
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Summary : This book constitutes the thoroughly refereed proceedings of the 32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2019, held in Graz, Austria, in July 2019. The 41 full papers and 32 short papers presented were carefully reviewed and selected from 151 submissions. The IEA/AIE 2019 conference will continue ...

Decision Analytics Applications in Industry

Decision Analytics Applications in Industry
  • Author : P. K. Kapur,Gurinder Singh,Yury S. Klochkov,Uday Kumar
  • Publisher : Springer Nature
  • Release Date : 2020-05-27
  • Total pages : 555
  • ISBN : 0124017150
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Summary : This book presents a range of qualitative and quantitative analyses in areas such as cybersecurity, sustainability, multivariate analysis, customer satisfaction, parametric programming, software reliability growth modeling, and blockchain technology, to name but a few. It also highlights integrated methods and practices in the areas of machine learning and genetic algorithms. ...

Government Reports Annual Index

Government Reports Annual Index
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1990
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online Government Reports Annual Index written by , published by which was released on 1990. Download full Government Reports Annual Index Books now! Available in PDF, ePub and Kindle....

Artificial Intelligence Abstracts Annual 1989

Artificial Intelligence Abstracts Annual 1989
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1990-04
  • Total pages : 604
  • ISBN : 0124017150
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Summary : Read online Artificial Intelligence Abstracts Annual 1989 written by , published by which was released on 1990-04. Download full Artificial Intelligence Abstracts Annual 1989 Books now! Available in PDF, ePub and Kindle....

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A Directory of Computer Software Applications
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1978
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online A Directory of Computer Software Applications written by , published by which was released on 1978. Download full A Directory of Computer Software Applications Books now! Available in PDF, ePub and Kindle....

Index to IEEE Publications

Index to IEEE Publications
  • Author : Institute of Electrical and Electronics Engineers
  • Publisher : Unknown
  • Release Date : 1990
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Issues for 1973- cover the entire IEEE technical literature....

Government Reports Announcements

Government Reports Announcements
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1971
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online Government Reports Announcements written by , published by which was released on 1971. Download full Government Reports Announcements Books now! Available in PDF, ePub and Kindle....

Scientific and Technical Aerospace Reports

Scientific and Technical Aerospace Reports
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1971
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online Scientific and Technical Aerospace Reports written by , published by which was released on 1971. Download full Scientific and Technical Aerospace Reports Books now! Available in PDF, ePub and Kindle....

Dissertation Abstracts International

Dissertation Abstracts International
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1987
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online Dissertation Abstracts International written by , published by which was released on 1987. Download full Dissertation Abstracts International Books now! Available in PDF, ePub and Kindle....

International Aerospace Abstracts

International Aerospace Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1968-05
  • Total pages : 212
  • ISBN : 0124017150
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Summary : Read online International Aerospace Abstracts written by , published by which was released on 1968-05. Download full International Aerospace Abstracts Books now! Available in PDF, ePub and Kindle....

Progress in Applied Sciences Engineering and Technology

Progress in Applied Sciences  Engineering and Technology
  • Author : Pei Long Xu,Hong Zong Si,Yi Qian Wang,Pin Wang
  • Publisher : Trans Tech Publications Ltd
  • Release Date : 2014-05-23
  • Total pages : 5154
  • ISBN : 0124017150
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Summary : Collection of selected, peer reviewed papers from the 2014 International Conference on Materials Science and Computational Engineering (ICMSCE 2014), May 20-21, 2014, Qingdao, China. The 1116 papers are grouped as follows: I. Material Science, Chemical Engineering and Technologies, II. Electric material and Electronic Devices, III. Construction Materials, Architecture Science and Civil Engineering, IV. Industrial, ...