DocumentCode
2329163
Title
Applications of Clifford support vector machines and Clifford moments for classification
Author
Bayro-Corrochano, Eduardo ; Arana-Daniel, Nancy ; Vallejo-Gutierrez, Refugio
Author_Institution
Dept. of Comput. Sci., Centre de Investigation y de Estudios Avanzados, Guadalajara, Mexico
Volume
4
fYear
2004
fDate
25-29 July 2004
Firstpage
3003
Abstract
This paper introduces the Clifford support vector machines as a generalization of the real- and complex- valued support vector machines using the Clifford geometric algebra. In this framework we handle the design of kernels involving the Clifford or geometric product for linear and nonlinear classification. We present an interesting application to classify mechanical tools using the concept of Clifford moments which is invariant under affine transformations.
Keywords
algebra; geometry; support vector machines; Clifford geometric algebra; Clifford moments; Clifford support vector machines; affine transformations; nonlinear classification; Algebra; Application software; Cameras; Computer science; Electronic mail; Kernel; Laboratories; Robustness; Support vector machine classification; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
ISSN
1098-7576
Print_ISBN
0-7803-8359-1
Type
conf
DOI
10.1109/IJCNN.2004.1381145
Filename
1381145
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