The Bayes Decision Rule Induced Similarity Measures

• NCJ Number: 305987
• Journal: Ieee Transactions on Pattern Analysis and Machine Intelligence Volume: 29 Issue: 6 Dated: June 2007 Pages: 1086-1090
• Author(s): Chengjun Liu
• Date Published: June 2007
• Length: 5 pages
• Grant Number(s): 2006-IJ-CX-K033
• Sponsoring Agency: National Institute of Justice (NIJ)
• Publication Format: Article
• Publication Type: Research (Applied/Empirical)
• Language: English
• Country: United States of America

Annotation

This paper first shows that the popular whitened cosine similarity measure is related to the Bayes decision rule under specific assumptions and then presents two new similarity measures: the PRM whitened cosine (PWC) similarity measure and the within-class whitened cosine (WWC) similarity measure.

Abstract

Experiments on face recognition using the Face Recognition Grand Challenge (FRGC) version 2 database show the effectiveness of the new measures. (Published abstract provided)