DocumentCode
1742916
Title
Evaluation of a modified Parzen classifier in high dimensional spaces
Author
Muto, Yoshihiko ; Nagase, Hirokazu ; Hamamoto, Yoshihiko
Author_Institution
Ube Nat. Coll. of Technol., Japan
Volume
2
fYear
2000
fDate
2000
Firstpage
67
Abstract
We discuss the performance of the Parzen classifier designed by Toeplitz and bootstrap techniques in high-dimensional spaces. Our primary interest is in “the curse of dimensionality”, which severely restricts the practical application of nonparametric procedures
Keywords
Toeplitz matrices; covariance matrices; nonparametric statistics; pattern classification; Toeplitz techniques; bootstrap techniques; dimensionality; high dimensional spaces; modified Parzen classifier; nonparametric procedures; Covariance matrix; Degradation; Design engineering; Educational institutions; Estimation error; Kernel; Nearest neighbor searches; Nonlinear distortion; Smoothing methods; Space technology;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location
Barcelona
ISSN
1051-4651
Print_ISBN
0-7695-0750-6
Type
conf
DOI
10.1109/ICPR.2000.906019
Filename
906019
Link To Document