Title :
Tissue classification through analysis of gene expression data using a new family of ART architectures
Author :
Xu, Rui ; Anagnostopoulos, Georgios C. ; Wunsch, Donald C., II
Author_Institution :
Appl. Computational Intelligence Lab., Missouri Univ., Rolla, MO, USA
fDate :
6/24/1905 12:00:00 AM
Abstract :
Correct classification is crucial to cancer diagnosis and treatment. We demonstrate that a new family of neural network architectures-Ellipsoid ART and ARTMAP (EA/EAM)-can cluster and classify tissues successfully through analysis of gene expression data generated by DNA microarray experiments
Keywords :
ART neural nets; biological tissues; cancer; medical diagnostic computing; patient diagnosis; patient treatment; pattern classification; ART architectures; DNA microarray; cancer diagnosis; cancer treatment; ellipsoid ART; ellipsoid ARTMAP; gene expression data; tissue classification; Bioinformatics; Cancer; Clustering algorithms; Computer architecture; DNA; Fluorescence; Gene expression; Genomics; Neural networks; Subspace constraints;
Conference_Titel :
Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7278-6
DOI :
10.1109/IJCNN.2002.1005487
