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Machine Learning by Adaptive Local Hyperplane Algorithm

Name: Machine Learning by Adaptive Local Hyperplane Algorithm
Brand: VDM Verlag
SKU: 06833535
Price: 49.99 EUR
Availability: InStock
Author: Tao Yang
ISBN: 9783639261844

Theory and Applications

Tao Yang

Vojislav Kecman

Language

English

Book Paperback

Libristo code: 06833535

Publishers VDM Verlag, May 2010

Machine learning algorithms play a key role in many fields of science, technology and business. Clas... Full description

Libristo code: 06833535

122 b

49.99 € VAT included

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Machine learning algorithms play a key role in many fields of science, technology and business. Classification and regression are two fundamental tasks in machine learning. This book is devoted to develop learning algorithms for solving the classification and regression problems. A novel learning algorithm dubbed as adaptive local hyperplane (ALH) is introduced to solve the general classification and regression problems. The ALH algorithm belongs to the nonparametric paradigm and it is an extension of the K-local hyperplane distance nearest neighbor (HKNN) algorithm. The ALH algorithm and its extensions have been successfully applied into many real world tasks such as face recognition and DNA microarray analysis and protein sequence function prediction.