Introduction to Pattern Recognition and Machine Learning

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Computer Science, General Computing
Cover of the book Introduction to Pattern Recognition and Machine Learning by M Narasimha Murty, V Susheela Devi, World Scientific Publishing Company
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: M Narasimha Murty, V Susheela Devi ISBN: 9789814656276
Publisher: World Scientific Publishing Company Publication: April 22, 2015
Imprint: WSPC Language: English
Author: M Narasimha Murty, V Susheela Devi
ISBN: 9789814656276
Publisher: World Scientific Publishing Company
Publication: April 22, 2015
Imprint: WSPC
Language: English

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.

Contents:

  • Introduction
  • Types of Data
  • Feature Extraction and Feature Selection
  • Bayesian Learning
  • Classification
  • Classification Using Soft Computing Techniques
  • Data Clustering
  • Soft Clustering
  • Application — Social and Information Networks

Readership: Academics and working professionals in computer science.
Key Features:

  • The algorithmic approach taken and the practical issues dealt with will aid the reader in writing programs and implementing methods
  • Covers recent and advanced topics by providing working exercises, examples and illustrations in each chapter
  • Provides the reader with a deeper understanding of the subject matter
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

Contents:

Readership: Academics and working professionals in computer science.
Key Features:

More books from World Scientific Publishing Company

Cover of the book Algebra, Logic and Combinatorics by M Narasimha Murty, V Susheela Devi
Cover of the book Diversifying Mathematics Teaching by M Narasimha Murty, V Susheela Devi
Cover of the book Symmetries and Groups in Contemporary Physics by M Narasimha Murty, V Susheela Devi
Cover of the book China as a Leader of the World Economy by M Narasimha Murty, V Susheela Devi
Cover of the book Political Participation in Asia by M Narasimha Murty, V Susheela Devi
Cover of the book Pursuing the Elixir of Life by M Narasimha Murty, V Susheela Devi
Cover of the book Pattern Recognition and Big Data by M Narasimha Murty, V Susheela Devi
Cover of the book A First Course in Partial Differential Equations by M Narasimha Murty, V Susheela Devi
Cover of the book Colour by M Narasimha Murty, V Susheela Devi
Cover of the book The X-Ray Standing Wave Technique by M Narasimha Murty, V Susheela Devi
Cover of the book San's Home by M Narasimha Murty, V Susheela Devi
Cover of the book A Graduate Course in Algebra by M Narasimha Murty, V Susheela Devi
Cover of the book Gallium Nitride and Silicon Carbide Power Devices by M Narasimha Murty, V Susheela Devi
Cover of the book Dimensions of Trade Policy by M Narasimha Murty, V Susheela Devi
Cover of the book Geometry, Dynamics and Topology of Foliations by M Narasimha Murty, V Susheela Devi
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy