Robust Recognition via Information Theoretic Learning

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Application Software, Computer Graphics, General Computing
Cover of the book Robust Recognition via Information Theoretic Learning by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang ISBN: 9783319074160
Publisher: Springer International Publishing Publication: August 28, 2014
Imprint: Springer Language: English
Author: Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
ISBN: 9783319074160
Publisher: Springer International Publishing
Publication: August 28, 2014
Imprint: Springer
Language: English

This Springer Brief represents a comprehensive review of information theoretic methods for robust recognition. A variety of information theoretic methods have been proffered in the past decade, in a large variety of computer vision applications; this work brings them together, attempts to impart the theory, optimization and usage of information entropy.

The authors resort to a new information theoretic concept, correntropy, as a robust measure and apply it to solve robust face recognition and object recognition problems. For computational efficiency, the brief introduces the additive and multiplicative forms of half-quadratic optimization to efficiently minimize entropy problems and a two-stage sparse presentation framework for large scale recognition problems. It also describes the strengths and deficiencies of different robust measures in solving robust recognition problems.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This Springer Brief represents a comprehensive review of information theoretic methods for robust recognition. A variety of information theoretic methods have been proffered in the past decade, in a large variety of computer vision applications; this work brings them together, attempts to impart the theory, optimization and usage of information entropy.

The authors resort to a new information theoretic concept, correntropy, as a robust measure and apply it to solve robust face recognition and object recognition problems. For computational efficiency, the brief introduces the additive and multiplicative forms of half-quadratic optimization to efficiently minimize entropy problems and a two-stage sparse presentation framework for large scale recognition problems. It also describes the strengths and deficiencies of different robust measures in solving robust recognition problems.

More books from Springer International Publishing

Cover of the book The Price of Fixed Income Market Volatility by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Adaptive Regression for Modeling Nonlinear Relationships by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Conflict Management by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Dream Missions by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Atlas of Endoscopic Plastic Surgery by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Emerging Issues in Global Marketing by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Indirect Reports and Pragmatics in the World Languages by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book The Design Imperative by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Complicite, Theatre and Aesthetics by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Middle Classes in Africa by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book E-Learning in the Middle East and North Africa (MENA) Region by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Financial Counseling by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Comprehensive Clinical Plasma Medicine by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Inner Solar System by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
Cover of the book Unhappiness, Sadness and 'Depression' by Ran He, Baogang Hu, Xiaotong Yuan, Liang Wang
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy