Introduction To Pattern Recognition And Machine Learning

Author:   M Narasimha Murty (Indian Inst Of Science, India) ,  V Susheela Devi (Indian Inst Of Science, India)
Publisher:   World Scientific Publishing Co Pte Ltd
Volume:   5
ISBN:  

9789814335454


Pages:   404
Publication Date:   16 June 2015
Format:   Hardback
Availability:   In Print   Availability explained
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Introduction To Pattern Recognition And Machine Learning


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Overview

This book adopts a detailed and methodological algorithmic approach to explain the concepts of pattern recognition. While the text provides a systematic account of its major topics such as pattern representation and nearest neighbour based classifiers, current topics - neural networks, support vector machines and decision trees - attributed to the recent vast progress in this field are also dealt with. Introduction to Pattern Recognition and Machine Learning will equip readers, especially senior computer science undergraduates, with a deeper understanding of the subject matter.

Full Product Details

Author:   M Narasimha Murty (Indian Inst Of Science, India) ,  V Susheela Devi (Indian Inst Of Science, India)
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
Volume:   5
Dimensions:   Width: 15.50cm , Height: 2.50cm , Length: 23.10cm
Weight:   0.680kg
ISBN:  

9789814335454


ISBN 10:   9814335452
Pages:   404
Publication Date:   16 June 2015
Audience:   College/higher education ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Introduction; Representation; Nearest Neighbour Based Classifiers; Bayes Classifier; Decision Trees; Support Vector Machines; Combination of Classifiers; Clustering; Application: Handwritten Digit Recognition; Summary and Conclusions.

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