Featureless pattern classification
Kybernetika, Tome 34 (1998) no. 4, p. [399].

Voir la notice de l'article provenant de la source Czech Digital Mathematics Library

In this paper the possibilities are discussed for training statistical pattern recognizers based on a distance representation of the objects instead of a feature representation. Distances or similarities are used between the unknown objects to be classified with a selected subset of the training objects (the support objects). These distances are combined into linear or nonlinear classifiers. In this approach the feature definition problem is replaced by finding good similarity measures. The proposal corresponds with determining classification functions in Hilbert space using an infinite feature set. It is a direct consequence of Vapnik’s support vector classifier [Vap2].
Classification : 62H30, 68T05, 68T10
Keywords: training statistical pattern; similarity measures
@article{KYB_1998__34_4_a7,
     author = {Duin, Robert P. W. and de Ridder, Dick and Tax, David M. J.},
     title = {Featureless pattern classification},
     journal = {Kybernetika},
     pages = {[399]},
     publisher = {mathdoc},
     volume = {34},
     number = {4},
     year = {1998},
     zbl = {1274.68381},
     language = {en},
     url = {http://geodesic.mathdoc.fr/item/KYB_1998__34_4_a7/}
}
TY  - JOUR
AU  - Duin, Robert P. W.
AU  - de Ridder, Dick
AU  - Tax, David M. J.
TI  - Featureless pattern classification
JO  - Kybernetika
PY  - 1998
SP  - [399]
VL  - 34
IS  - 4
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/KYB_1998__34_4_a7/
LA  - en
ID  - KYB_1998__34_4_a7
ER  - 
%0 Journal Article
%A Duin, Robert P. W.
%A de Ridder, Dick
%A Tax, David M. J.
%T Featureless pattern classification
%J Kybernetika
%D 1998
%P [399]
%V 34
%N 4
%I mathdoc
%U http://geodesic.mathdoc.fr/item/KYB_1998__34_4_a7/
%G en
%F KYB_1998__34_4_a7
Duin, Robert P. W.; de Ridder, Dick; Tax, David M. J. Featureless pattern classification. Kybernetika, Tome 34 (1998) no. 4, p. [399]. http://geodesic.mathdoc.fr/item/KYB_1998__34_4_a7/