Title :
Application of the method of elastic maps in analysis of genetic texts
Author :
Gorban, A.N. ; Zinovyev, A.Y. ; Wunsch, D.C.
Author_Institution :
Inst. of Comput. Modeling, Acad. of Sci., Krasnoyarsk, Russia
Abstract :
Method of elastic maps allows to construct efficiently 1D, 2D and 3D nonlinear approximations to the principal manifolds with different topology (piece of plane, sphere, torus etc.) and to project data onto it. We describe the idea of the method and demonstrate its applications in analysis of genetic sequences.
Keywords :
biology computing; data analysis; data visualisation; genetics; neural nets; 1D nonlinear approximation; 2D nonlinear approximation; 3D nonlinear approximation; data analysis; data structure; data visualization; elastic map method; elastic net; genetic sequence analysis; genetic text analysis; Genetics; Topology;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223685
