title: Application of The Method of Elastic Maps In Analysis of Genetic Texts creator: Gorban, Alexander N. creator: Zinovyev, Andrey Yu. creator: Wunsch, Donald C. subject: Statistical Models subject: Artificial Intelligence subject: Theoretical Biology description: Abstract - Method of elastic maps ( http://cogprints.ecs.soton.ac.uk/archive/00003088/ and http://cogprints.ecs.soton.ac.uk/archive/00003919/ ) allows us to construct efficiently 1D, 2D and 3D non-linear 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. The animated 3D-scatters are available on our web-site: http://www.ihes.fr/~zinovyev/7clusters/ We found the universal cluster structure of genetic sequences, and demonstrated the thin structure of these clusters for coding regions. This thin structure is related to different translational efficiency. date: 2003 type: Conference Paper type: PeerReviewed format: application/pdf identifier: http://cogprints.org/3961/1/IJCNN2003.pdf identifier: Gorban, Alexander N. and Zinovyev, Andrey Yu. and Wunsch, Donald C. (2003) Application of The Method of Elastic Maps In Analysis of Genetic Texts. [Conference Paper] relation: http://cogprints.org/3961/