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Normalized Cut Algorithm for Automated Assignment of Protein DomainsWe present a novel computational method for automatic assignment of protein domains from structural data. At the core of our algorithm lies a recently proposed clustering technique that has been very successful for image-partitioning applications. This grap.,l-theory based clustering method uses the notion of a normalized cut to partition. an undirected graph into its strongly-connected components. Computer implementation of our method tested on the standard comparison set of proteins from the literature shows a high success rate (84%), better than most existing alternative In addition, several other features of our algorithm, such as reliance on few adjustable parameters, linear run-time with respect to the size of the protein and reduced complexity compared to other graph-theory based algorithms, would make it an attractive tool for structural biologists.
Document ID
20020072995
Acquisition Source
Ames Research Center
Document Type
Preprint (Draft being sent to journal)
Authors
Samanta, M. P.
(NASA Ames Research Center Moffett Field, CA United States)
Liang, S.
(NASA Ames Research Center Moffett Field, CA United States)
Zha, H.
(Pennsylvania State Univ. University Park, PA United States)
Biegel, Bryan A.
Date Acquired
September 7, 2013
Publication Date
January 1, 2002
Subject Category
Numerical Analysis
Meeting Information
Meeting: PSB
Country: Unknown
Start Date: January 1, 2003
Funding Number(s)
CONTRACT_GRANT: NASA Order A-61812-D
PROJECT: RTOP 755-30-11
CONTRACT_GRANT: DTTS59-99-D-0437
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.
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