Error estimation for pattern recognition /

Error estimation for pattern recognition /

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Bibliographic Details
Author / Creator:	Braga-Neto, Ulisses de Mendonça, author.
Imprint:	Piscataway, NJ : IEEE Press, 2015. ©2015
Description:	1 online resource.
Language:	English
Series:	IEEE Press Series on Biomedical Engineering IEEE Press series in biomedical engineering.
Subject:	Pattern recognition systems. Optical pattern recognition. Computer vision. Image processing -- Digital techniques. Computer vision. Image processing -- Digital techniques. Optical pattern recognition. Pattern recognition systems.
Format:	E-Resource Book
URL for this record:	http://pi.lib.uchicago.edu/1001/cat/bib/11243530

Hidden Bibliographic Details
Other authors / contributors:	Dougherty, Edward R., author.
ISBN:	9781119079507 1119079500 9781119079330 1119079330 9781118999738 1118999738
Notes:	Includes bibliographical references and index. Online resource; title from PDF title page (EBSCO, viewed July 1, 2015).
Summary:	This book is the first of its kind to discuss error estimation with a model-based approach. From the basics of classifiers and error estimators to more specialized classifiers, it covers important topics and essential issues pertaining to the scientific validity of pattern classification. Includes the latest results on accuracy of error estimation Analyzes the performance of cross-validation and bootstrap error estimators using simulation and model-based approaches End-of-chapter exercises Highly interactive computer-based exercises.
Other form:	Print version: Braga-Neto, Ulisses de Mendonça. Error Estimation for Pattern Recognition. Hoboken : Wiley, ©2015 9781118999738

Table of Contents:

Classification
Error Estimation
Performance Analysis
Error Estimation for Discrete Classification
Distribution Theory
Gaussian Distribution Theory: Univariate Case
Gaussian Distribution Theory: Multivariate Case
Bayesian MMSE Error Estimation
Basic Probability Review
Vapnik-Chervonenkis Theory
Double Asymptotics.