Application of Improved Three-Dimensional Kernel Approach to Prediction of Protein Structural Class

Kernel methods, such as kernel PCA, kernel PLS, and support vector machines, are widely known machine learning techniques in biology, medicine, chemistry, and material science. Based on nonlinear mapping and Coulomb function, two 3D kernel approaches were improved and applied to predictions of the f...

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Bibliographic Details
Main Authors: Xu Liu, Yuchao Zhang, Hua Yang, Lisheng Wang, Shuaibing Liu
Format: Article
Language:English
Published: Hindawi Limited 2013-01-01
Series:BioMed Research International
Online Access:http://dx.doi.org/10.1155/2013/625403