On the generative-discriminative tradeoff approach: interpretation, asymptotic efficiency and classification performance

DOI10.1016/J.CSDA.2009.09.011zbMath1464.62188OpenAlexW2139449407MaRDI QIDQ962274

Jing-Hao Xue, Michael D. Titterington

Publication date: 6 April 2010

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2009.09.011

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10)

Uses Software

• UCI-ml

Cites Work

• Unnamed Item
• Estimating classification error rate: repeated cross-validation, repeated hold-out and bootstrap
• The General Distribution of the Error Rate of a Classification Procedure with Application to Logistic Regression Discrimination
• Comparison of Discrimination Techniques Applied to a Complex Data Set of Head Injured Patients
• The Efficiency of Logistic Regression Compared to Normal Discriminant Analysis
• Properties of Diagnostic Data Distributions

This page was built for publication: On the generative-discriminative tradeoff approach: interpretation, asymptotic efficiency and classification performance