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2010 | OriginalPaper | Chapter

A SVM Model for AAC Based Classification of Class B GPCRs

Authors : Tannu Kumari, Bhaskar Pant, K. R. Pardasani

Published in: 6th World Congress of Biomechanics (WCB 2010). August 1-6, 2010 Singapore

Publisher: Springer Berlin Heidelberg

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G-protein-coupled receptors, GPCRs, constitute a vast protein family that encompasses a wide range of functions. Secretin Receptor family and are mostly regulated by peptide hormones from the glucagon hormone family. They are of great importance to the pharmaceutical industry as almost 50% of the existing drugs target them. Expensive and tedious experimental methods motivate us to explore and develop fast and economical computational approach for classification. In the present study amino acid based classification model for class B GPCRs has been developed by employing Support Vector Machine. An accuracy of 99.85 % by 10 fold cross validation has been achieved.

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Metadata
Title
A SVM Model for AAC Based Classification of Class B GPCRs
Authors
Tannu Kumari
Bhaskar Pant
K. R. Pardasani
Copyright Year
2010
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-14515-5_409