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Introduction to pattern recognition and machine learning / M Narasimha Murty and Der V Susheela Devi.

By: Contributor(s): Material type: TextTextSeries: IISc lecture notes series ; v 5.Publication details: Singapore : World Scientific, 2015.Description: xvii, 383 p. : illustrations ; 24 cmISBN:
  • 9789814335454
Subject(s): DDC classification:
  • 006.4 23 M984
Contents:
1. Introduction -- 2. Types of data -- 3. Feature extraction and feature selection -- 4. Bayesian learning -- 5. Classification -- 6. Classification using soft computing techniques -- 7. Data clustering -- 8. Soft clustering -- 9. Application : social and information networks.
Summary: Adopts a detailed and methodological algorithmic approach to explain the concepts of pattern recognition. This book deals with topics such as: pattern representation, nearest neighour based classifiers, neural networks, support vector machines, and decision trees.
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Includes bibliographical references and index.

1. Introduction --
2. Types of data --
3. Feature extraction and feature selection --
4. Bayesian learning --
5. Classification --
6. Classification using soft computing techniques --
7. Data clustering --
8. Soft clustering --
9. Application : social and information networks.

Adopts a detailed and methodological algorithmic approach to explain the concepts of pattern recognition. This book deals with topics such as: pattern representation, nearest neighour based classifiers, neural networks, support vector machines, and decision trees.

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