Read Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions

Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions

Deng Naiyang Zhang Chunhua Tian Yingjie

4.9/5 (13667 ratings)

Description:Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents an accessible treatment of the two main components of support vector machines (SVMs)OCoclassification problems and regression problems. The book emphasizes the close connection between optimization theory and SVMs since optimization is one of the pillars on which SVMs are built.The authors share insight on many of their research achievements. They give a precise interpretation of statistical leaning theory for C-support vector classification. They also discuss regularized twin SVMs for binary classification problems, SVMs for solving multi-classification problems based on ordinal regression, SVMs for semi-supervised problems, and SVMs for problems with perturbations.To improve readability, concepts, methods, and results are introduced graphically and with clear explanations. For important concepts and algorithms, such as the Crammer-Singer SVM for multi-class classification problems, the text provides geometric interpretations that are not depicted in current literature.Enabling a sound understanding of SVMs, this book gives beginners as well as more experienced researchers and engineers the tools to solve real-world problems using SVMs.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions. To get started finding Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

Pages: 345

Format: PDF, EPUB & Kindle Edition

Publisher: Not Avail

Release: 2014

ISBN: 1439857938

Description: Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents an accessible treatment of the two main components of support vector machines (SVMs)OCoclassification problems and regression problems. The book emphasizes the close connection between optimization theory and SVMs since optimization is one of the pillars on which SVMs are built.The authors share insight on many of their research achievements. They give a precise interpretation of statistical leaning theory for C-support vector classification. They also discuss regularized twin SVMs for binary classification problems, SVMs for solving multi-classification problems based on ordinal regression, SVMs for semi-supervised problems, and SVMs for problems with perturbations.To improve readability, concepts, methods, and results are introduced graphically and with clear explanations. For important concepts and algorithms, such as the Crammer-Singer SVM for multi-class classification problems, the text provides geometric interpretations that are not depicted in current literature.Enabling a sound understanding of SVMs, this book gives beginners as well as more experienced researchers and engineers the tools to solve real-world problems using SVMs.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions. To get started finding Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

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Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions

Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions: Optimization Based Theory, Algorithms, and Extensions

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