Error estimation for pattern recognition /

• 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: Pattern recognition systems.; Optical pattern recognition.; Computer vision.; Image processing > Digital techniques.; COMPUTERS / General; Biomedical engineering > Congresses.; Image processing > Digital techniques.; Electronic books.

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...

Πίνακας περιεχομένων:

• 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.