Pattern Recognition and Machine Learning

Written By Christopher M. Bishop
Pattern Recognition and Machine Learning
  • Publsiher : Springer Verlag
  • Release : 17 August 2006
  • ISBN : 9780387310732
  • Pages : 738 pages
  • Rating : 3/5 from 1 reviews
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Read or download book entitled Pattern Recognition and Machine Learning written by Christopher M. Bishop which was release on 17 August 2006, this book published by Springer Verlag. Available in PDF, EPUB and Kindle Format. Book excerpt: This is the first text on pattern recognition to present the Bayesian viewpoint, one that has become increasing popular in the last five years. It presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It provides the first text to use graphical models to describe probability distributions when there are no other books that apply graphical models to machine learning. It is also the first four-color book on pattern recognition. The book is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics. Extensive support is provided for course instructors, including more than 400 exercises, graded according to difficulty. Example solutions for a subset of the exercises are available from the book web site, while solutions for the remainder can be obtained by instructors from the publisher.

Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning
  • Author : Christopher M. Bishop
  • Publisher : Springer Verlag
  • Release Date : 2006-08-17
  • Total pages : 738
  • ISBN : 9780387310732
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Summary : This is the first text on pattern recognition to present the Bayesian viewpoint, one that has become increasing popular in the last five years. It presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It provides the first text to use graphical ...

Pattern Recognition

Pattern Recognition
  • Author : J.P. Marques de Sá
  • Publisher : Springer Science & Business Media
  • Release Date : 2012-12-06
  • Total pages : 318
  • ISBN : 9780387310732
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Summary : The book provides a comprehensive view of pattern recognition concepts and methods, illustrated with real-life applications in several areas. A CD-ROM offered with the book includes datasets and software tools, making it easier to follow in a hands-on fashion, right from the start....

Pattern Recognition

Pattern Recognition
  • Author : William Gibson
  • Publisher : Penguin
  • Release Date : 2003-02-03
  • Total pages : 384
  • ISBN : 9780387310732
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Summary : “Pattern Recognition is William Gibson’s best book since he rewrote all the rules in Neuromancer.”—Neil Gaiman, author of American Gods “One of the first authentic and vital novels of the 21st century.”—The Washington Post Book World The accolades and acclaim are endless for William Gibson's coast-to-coast bestseller. ...

Pattern Recognition with Fuzzy Objective Function Algorithms

Pattern Recognition with Fuzzy Objective Function Algorithms
  • Author : James C. Bezdek
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-03-13
  • Total pages : 272
  • ISBN : 9780387310732
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Summary : The fuzzy set was conceived as a result of an attempt to come to grips with the problem of pattern recognition in the context of imprecisely defined categories. In such cases, the belonging of an object to a class is a matter of degree, as is the question of whether ...

Statistical Pattern Recognition

Statistical Pattern Recognition
  • Author : Andrew R. Webb
  • Publisher : John Wiley & Sons
  • Release Date : 2003-07-25
  • Total pages : 514
  • ISBN : 9780387310732
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Summary : Statistical pattern recognition is a very active area of study and research, which has seen many advances in recent years. New and emerging applications - such as data mining, web searching, multimedia data retrieval, face recognition, and cursive handwriting recognition - require robust and efficient pattern recognition techniques. Statistical decision ...

A Probabilistic Theory of Pattern Recognition

A Probabilistic Theory of Pattern Recognition
  • Author : Luc Devroye,László Györfi,Gabor Lugosi
  • Publisher : Springer Science & Business Media
  • Release Date : 1997-02-20
  • Total pages : 638
  • ISBN : 9780387310732
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Summary : A self-contained and coherent account of probabilistic techniques, covering: distance measures, kernel rules, nearest neighbour rules, Vapnik-Chervonenkis theory, parametric classification, and feature extraction. Each chapter concludes with problems and exercises to further the readers understanding. Both research workers and graduate students will benefit from this wide-ranging and up-to-date account of ...

Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition
  • Author : Christopher M. Bishop
  • Publisher : Oxford University Press
  • Release Date : 1995-11-23
  • Total pages : 482
  • ISBN : 9780387310732
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Summary : `Readers will emerge with a rigorous statistical grounding in the theory of how to construct and train neural networks in pattern recognition' New Scientist...

Pattern Recognition

Pattern Recognition
  • Author : Katrin Franke,Klaus-Robert Müller,Bertram Nickolay,Ralf Schäfer
  • Publisher : Springer Science & Business Media
  • Release Date : 2006-09-11
  • Total pages : 784
  • ISBN : 9780387310732
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Summary : This book constitutes the refereed proceedings of the 28th Symposium of the German Association for Pattern Recognition, DAGM 2006. The book presents 32 revised full papers and 44 revised poster papers together with 5 invited papers. Topical sections include image filtering, restoration and segmentation, shape analysis and representation, recognition, categorization and detection, computer vision ...

Pattern Recognition

Pattern Recognition
  • Author : Jürgen Beyerer,Matthias Richter,Matthias Nagel
  • Publisher : Walter de Gruyter GmbH & Co KG
  • Release Date : 2017-12-04
  • Total pages : 311
  • ISBN : 9780387310732
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Summary : The book offers a thorough introduction to Pattern Recognition aimed at master and advanced bachelor students of engineering and the natural sciences. Besides classification - the heart of Pattern Recognition - special emphasis is put on features, their typology, their properties and their systematic construction. Additionally, general principles that govern ...

Image Processing and Pattern Recognition

Image Processing and Pattern Recognition
  • Author : Cornelius T. Leondes
  • Publisher : Elsevier
  • Release Date : 1998-02-09
  • Total pages : 386
  • ISBN : 9780387310732
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Summary : Image Processing and Pattern Recognition covers major applications in the field, including optical character recognition, speech classification, medical imaging, paper currency recognition, classification reliability techniques, and sensor technology. The text emphasizes algorithms and architectures for achieving practical and effective systems, and presents many examples. Practitioners, researchers, and students in computer ...

Pattern Recognition and Classification

Pattern Recognition and Classification
  • Author : Geoff Dougherty
  • Publisher : Springer Science & Business Media
  • Release Date : 2012-10-28
  • Total pages : 196
  • ISBN : 9780387310732
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Summary : The use of pattern recognition and classification is fundamental to many of the automated electronic systems in use today. However, despite the existence of a number of notable books in the field, the subject remains very challenging, especially for the beginner. Pattern Recognition and Classification presents a comprehensive introduction to ...

Progress in Pattern Recognition Image Analysis Computer Vision and Applications

Progress in Pattern Recognition  Image Analysis  Computer Vision  and Applications
  • Author : Ruben Vera-Rodriguez,Julian Fierrez,Aythami Morales
  • Publisher : Springer
  • Release Date : 2019-03-03
  • Total pages : 987
  • ISBN : 9780387310732
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Summary : This book constitutes the refereed post-conference proceedings of the 23rd Iberoamerican Congress on Pattern Recognition, CIARP 2018, held in Madrid, Spain, in November 2018 The 112 papers presented were carefully reviewed and selected from 187 submissions The program was comprised of 6 oral sessions on the following topics: machine learning, computer vision, classification, biometrics and ...

Pattern Recognition

Pattern Recognition
  • Author : M. Narasimha Murty,V. Susheela Devi
  • Publisher : Springer Science & Business Media
  • Release Date : 2011-05-25
  • Total pages : 263
  • ISBN : 9780387310732
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Summary : 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 ...

Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition
  • Author : Albert Nigrin
  • Publisher : MIT Press
  • Release Date : 1993
  • Total pages : 413
  • ISBN : 9780387310732
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Summary : In a simple and accessible way it extends embedding field theory into areas of machine intelligence that have not been clearly dealt with before. Neural Networks for Pattern Recognition takes the pioneering work in artificial neural networks by Stephen Grossberg and his colleagues to a new level. In a simple ...

Pattern Recognition and Image Analysis

Pattern Recognition and Image Analysis
  • Author : Joan Martí,José Miguel Benedí,Ana Maria Mendonça,Joan Serrat
  • Publisher : Springer Science & Business Media
  • Release Date : 2007-05-31
  • Total pages : 657
  • ISBN : 9780387310732
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Summary : Part of a two-volume set, this book constitutes the refereed proceedings of the Third Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2007, held in Girona, Spain in June 2007. It covers pattern recognition, human language technology, special architectures and industrial applications, motion analysis, image analysis, biomedical applications, shape and texture ...