Error estimation for pattern recognition /
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| 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: | |
| Format: | E-Resource Book |
| URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11243530 |
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| 100 | 1 | |a Braga-Neto, Ulisses de Mendonça, |e author. |0 http://id.loc.gov/authorities/names/no2014161196 | |
| 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 |0 http://id.loc.gov/vocabulary/contentTypes/txt | ||
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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. |0 http://id.loc.gov/authorities/subjects/sh85098791 | |
| 650 | 0 | |a Optical pattern recognition. |0 http://id.loc.gov/authorities/subjects/sh85095159 | |
| 650 | 0 | |a Computer vision. |0 http://id.loc.gov/authorities/subjects/sh85029549 | |
| 650 | 0 | |a Image processing |x Digital techniques. |0 http://id.loc.gov/authorities/subjects/sh85064447 | |
| 650 | 7 | |a COMPUTERS |x General. |2 bisacsh | |
| 650 | 7 | |a Computer vision. |2 fast |0 http://id.worldcat.org/fast/fst00872687 | |
| 650 | 7 | |a Image processing |x Digital techniques. |2 fast |0 http://id.worldcat.org/fast/fst00967508 | |
| 650 | 7 | |a Optical pattern recognition. |2 fast |0 http://id.worldcat.org/fast/fst01046784 | |
| 650 | 7 | |a Pattern recognition systems. |2 fast |0 http://id.worldcat.org/fast/fst01055266 | |
| 655 | 4 | |a Electronic books. | |
| 700 | 1 | |a Dougherty, Edward R., |e author. |0 http://id.loc.gov/authorities/names/n86079221 | |
| 776 | 0 | 8 | |i Print version: |a Braga-Neto, Ulisses de Mendonça. |t Error Estimation for Pattern Recognition. |d Hoboken : Wiley, ©2015 |z 9781118999738 |
| 830 | 0 | |a IEEE Press series in biomedical engineering. |0 http://id.loc.gov/authorities/names/n97118997 | |
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| 928 | |t Library of Congress classification |a TK7882.P3 |l Online |c UC-FullText |u https://ieeexplore.ieee.org/servlet/opac?bknumber=7198539 |z IEEE |g ebooks |i 10896153 | ||