书目名称 | Pattern Recognition |
副标题 | An Algorithmic Appro |
编辑 | M. Narasimha Murty,V. Susheela Devi |
视频video | |
概述 | Contains numerous exercises, as well as learning objectives and summaries for each chapter.Explains the hidden Markov model for speech and speaker recognition tasks.Discusses support vector machines, |
丛书名称 | Undergraduate Topics in Computer Science |
图书封面 |  |
描述 | Observing the environment and recognising patterns for the purpose of decision making is fundamental to human nature. This book deals with the scientific discipline that enables similar perception in machines through pattern recognition (PR), which has application in diverse technology areas. This book is an exposition of principal topics in PR using an algorithmic approach. It provides a thorough introduction to the concepts of PR and a systematic account of the major topics in PR besides reviewing the vast progress made in the field in recent times. It includes basic techniques of PR, neural networks, support vector machines and decision trees. While theoretical aspects have been given due coverage, the emphasis is more on the practical. The book is replete with examples and illustrations and includes chapter-end exercises. It is designed to meet the needs of senior undergraduate and postgraduate students of computer science and allied disciplines. |
出版日期 | Textbook 2011 |
关键词 | Bayes Classifier; Combinational Classifiers; Decision Trees; Hidden Markov Models; Hierarchical and Part |
版次 | 1 |
doi | https://doi.org/10.1007/978-0-85729-495-1 |
isbn_softcover | 978-0-85729-494-4 |
isbn_ebook | 978-0-85729-495-1Series ISSN 1863-7310 Series E-ISSN 2197-1781 |
issn_series | 1863-7310 |
copyright | Universities Press (India) Pvt. Ltd. 2011 |