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Statistical Methods of Discrimination and Classification

2014-05-17 Mathematics
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Release : 2014-05-17
Genre : Mathematics
Kind : eBook
Book Rating : 986/5 ( reviews)

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Book Synopsis Statistical Methods of Discrimination and Classification by : Sung C. Choi

Download or read book Statistical Methods of Discrimination and Classification written by Sung C. Choi. This book was released on 2014-05-17. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Methods of Discrimination and Classification: Advances in Theory and Applications is a collection of papers that tackles the multivariate problems of discriminating and classifying subjects into exclusive population. The book presents 13 papers that cover that advancement in the statistical procedure of discriminating and classifying. The studies in the text primarily focus on various methods of discriminating and classifying variables, such as multiple discriminant analysis in the presence of mixed continuous and categorical data; choice of the smoothing parameter and efficiency of k-nearest neighbor classification; and assessing the performance of an allocation rule. The book will be of great use to researchers and practitioners of wide array of scientific disciplines, including engineering, psychology, biology, and physics.

Discrimination and Classification

1981-11-04 Mathematics
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Release : 1981-11-04
Genre : Mathematics
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Discrimination and Classification by : David J. Hand

Download or read book Discrimination and Classification written by David J. Hand. This book was released on 1981-11-04. Available in PDF, EPUB and Kindle. Book excerpt: Distribution-free methods; Parameterized distributions; Linear discriminant functions; Discrete variables; Variable selection; Cluster analysis; Miscellaneous topics.

Statistical Pattern Recognition

1999 Computers
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Release : 1999
Genre : Computers
Kind : eBook
Book Rating : 641/5 ( reviews)

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Book Synopsis Statistical Pattern Recognition by : Andrew R. Webb

Download or read book Statistical Pattern Recognition written by Andrew R. Webb. This book was released on 1999. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides an introduction to statistical pattern recognition theory and techniques. Most of the material presented in this book is concerned with discrimination and classification and has been drawn from a wide range of literature including that of engineering, statistics, computer science and the social sciences. This book is an attempt to provide a concise volume containing descriptions of many of the most useful of today's pattern processing techniques including many of the recent advances in nonparametric approaches to discrimination developed in the statistics literature and elsewhere. The techniques are illustrated with examples of real-world applications studies. Pointers are also provided to the diverse literature base where further details on applications, comparative studies and theoretical developments may be obtained"--Page [xv].

Discriminant Analysis and Applications

2014-05-10 Mathematics
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Release : 2014-05-10
Genre : Mathematics
Kind : eBook
Book Rating : 713/5 ( reviews)

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Book Synopsis Discriminant Analysis and Applications by : T. Cacoullos

Download or read book Discriminant Analysis and Applications written by T. Cacoullos. This book was released on 2014-05-10. Available in PDF, EPUB and Kindle. Book excerpt: Discriminant Analysis and Applications comprises the proceedings of the NATO Advanced Study Institute on Discriminant Analysis and Applications held in Kifissia, Athens, Greece in June 1972. The book presents the theory and applications of Discriminant analysis, one of the most important areas of multivariate statistical analysis. This volume contains chapters that cover the historical development of discriminant analysis methods; logistic and quasi-linear discrimination; and distance functions. Medical and biological applications, and computer graphical analysis and graphical techniques for multidimensional data are likewise discussed. Statisticians, mathematicians, and biomathematicians will find the book very interesting.

A First Course in Multivariate Statistics

2013-03-09 Mathematics
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Release : 2013-03-09
Genre : Mathematics
Kind : eBook
Book Rating : 658/5 ( reviews)

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Book Synopsis A First Course in Multivariate Statistics by : Bernard Flury

Download or read book A First Course in Multivariate Statistics written by Bernard Flury. This book was released on 2013-03-09. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive and self-contained introduction to the field, carefully balancing mathematical theory and practical applications. It starts at an elementary level, developing concepts of multivariate distributions from first principles. After a chapter on the multivariate normal distribution reviewing the classical parametric theory, methods of estimation are explored using the plug-in principles as well as maximum likelihood. Two chapters on discrimination and classification, including logistic regression, form the core of the book, followed by methods of testing hypotheses developed from heuristic principles, likelihood ratio tests and permutation tests. Finally, the powerful self-consistency principle is used to introduce principal components as a method of approximation, rounded off by a chapter on finite mixture analysis.

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