Introduction To Pattern Recognition And Machine Learning

M Narasimha Murty, V Susheela Devi (Autoren)

Buch | Hardcover

404 Seiten

2015
World Scientific Publishing Co Pte Ltd (Verlag)
9789814335454 (ISBN)

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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.

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.

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

Erscheint lt. Verlag	16.6.2015
Reihe/Serie	IISc Lecture Notes Series ; 5
Verlagsort	Singapore
Sprache	englisch
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
ISBN-13	9789814335454 / 9789814335454
Zustand	Neuware