Error estimation for pattern recognition /

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 t...

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Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Braga-Neto, Ulisses de Mendonça (Συγγραφέας), Dougherty, Edward R. (Συγγραφέας)
Μορφή: Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Piscataway, NJ : IEEE Press, 2015.
Σειρά:IEEE Press series in biomedical engineering.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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049 |a MAIN 
100 1 |a Braga-Neto, Ulisses de Mendonça,  |e author. 
245 1 0 |a Error estimation for pattern recognition /  |c Ulisses M. Braga-Neto, Edward R. Dougherty. 
264 1 |a Piscataway, NJ :  |b IEEE Press,  |c 2015. 
264 4 |c ©2015 
300 |a 1 online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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490 1 |a IEEE Press Series on Biomedical Engineering 
588 0 |a Online resource; title from PDF title page (EBSCO, viewed July 1, 2015). 
504 |a Includes bibliographical references and index. 
505 0 |a 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. 
520 |a 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. 
650 0 |a Pattern recognition systems. 
650 0 |a Optical pattern recognition. 
650 0 |a Computer vision. 
650 0 |a Image processing  |x Digital techniques. 
650 7 |a COMPUTERS / General  |2 bisacsh 
650 4 |a Biomedical engineering -- Congresses. 
650 4 |a Image processing -- Digital techniques. 
650 4 |a Optical pattern recognition. 
650 7 |a Computer vision.  |2 fast  |0 (OCoLC)fst00872687 
650 7 |a Image processing  |x Digital techniques.  |2 fast  |0 (OCoLC)fst00967508 
650 7 |a Optical pattern recognition.  |2 fast  |0 (OCoLC)fst01046784 
650 7 |a Pattern recognition systems.  |2 fast  |0 (OCoLC)fst01055266 
655 4 |a Electronic books. 
655 0 |a Electronic books. 
700 1 |a Dougherty, Edward R.,  |e author. 
776 0 8 |i Print version:  |a Braga-Neto, Ulisses de Mendonça.  |t Error Estimation for Pattern Recognition  |d Hoboken : Wiley, c2015  |z 9781118999738 
830 0 |a IEEE Press series in biomedical engineering. 
856 4 0 |u https://doi.org/10.1002/9781119079507  |z Full Text via HEAL-Link 
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