Introduction to Pattern Recognition and Machine Learning (IISc Lecture Notes Series 5)

Introduction to Pattern Recognition and Machine Learning (IISc Lecture Notes Series 5)

By: M. Narasimha Murty (author), V. Susheela Devi (author)Hardback

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Description

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.

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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.

Product Details

  • publication date: 15/06/2015
  • ISBN13: 9789814335454
  • Format: Hardback
  • Number Of Pages: 404
  • ID: 9789814335454
  • weight: 680
  • ISBN10: 9814335452

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