Introduction to Pattern Recognition and Machine Learning

Introduction to Pattern Recognition and Machine Learning
Author :
Publisher : World Scientific
Total Pages : 404
Release :
ISBN-10 : 9789814656276
ISBN-13 : 9814656275
Rating : 4/5 (76 Downloads)

Book Synopsis Introduction to Pattern Recognition and Machine Learning by : M Narasimha Murty

Download or read book Introduction to Pattern Recognition and Machine Learning written by M Narasimha Murty and published by World Scientific. This book was released on 2015-04-22 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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:IntroductionTypes of DataFeature Extraction and Feature SelectionBayesian LearningClassificationClassification Using Soft Computing TechniquesData ClusteringSoft ClusteringApplication — 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 methodsCovers recent and advanced topics by providing working exercises, examples and illustrations in each chapterProvides the reader with a deeper understanding of the subject matterKeywords:Clustering;Classification;Supervised Learning;Soft Computing


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