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Dougherty, Edward R.

Error Estimation for Pattern Recognition

Dougherty, Edward R. - Error Estimation for Pattern Recognition, ebook

151,55€

Ebook, ePUB with Adobe DRM
ISBN: 9781119079378
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Printing101 pages with an additional page accrued every 8 hours, capped at 101 pages
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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

Keywords: pattern recognition, machine learning, classification, error estimation, Bayesian methods, Pattern Analysis

Author(s)
 
Publisher
John Wiley and Sons, Inc.
Publication year
2015
Language
en
Edition
1
Series
IEEE Press Series on Biomedical Engineering
Page amount
336 pages
Category
Technology, Energy, Traffic
Format
Ebook
eISBN (ePUB)
9781119079378
Printed ISBN
9781119079507

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