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Pattern Recognition and Machine Learning (Information Science and Statistic…



This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear…

Pattern Recognition And Machine Learning

ISBN 10 : 0387310738
ISBN 13 : 9780387310732

The field of pattern recognition has undergone substantial development over the years. This book reflects these developments while providing a grounding in the basic concepts of pa..


Pattern Recognition And Machine Learning

ISBN 10 : 0387310738
ISBN 13 : 9780387310732

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 al..


Pattern Recognition And Machine Learning

ISBN 10 : 8132209060
ISBN 13 : 9788132209065

The field of pattern recognition has undergone substantial development over the years. This book reflects these developments while providing a grounding in the basic concepts of pa..


Machine Learning

ISBN 10 : 9780262018029
ISBN 13 : 0262018020

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach...


The Nature Of Statistical Learning Theory

ISBN 10 : 9781475724400
ISBN 13 : 1475724403

The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of vie..


Introduction To Statistical Machine Learning

ISBN 10 : 9780128023501
ISBN 13 : 0128023503

Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and machine learning are combined together they are a..


All Of Statistics

ISBN 10 : 9780387217369
ISBN 13 : 0387217363

Taken literally, the title "All of Statistics" is an exaggeration. But in spirit, the title is apt, as the book does cover a much broader range of topics than a typical introductor..


Information Theory Inference And Learning Algorithms

ISBN 10 : 0521642981
ISBN 13 : 9780521642989

Fun and exciting textbook on the mathematics underpinning the most dynamic areas of modern science and engineering...


Statistical Pattern Recognition

ISBN 10 : 9781119961406
ISBN 13 : 1119961408

Statistical pattern recognition relates to the use of statistical techniques for analysing data measurements in order to extract information and make justified decisions. It is a v..


Neural Networks For Pattern Recognition

ISBN 10 : 9780198538646
ISBN 13 : 0198538642

`Readers will emerge with a rigorous statistical grounding in the theory of how to construct and train neural networks in pattern recognition' New Scientist..