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  • Επιστημονικές Δημοσιεύσεις Μελών ΠΘ (ΕΔΠΘ)
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  •   University of Thessaly Institutional Repository
  • Επιστημονικές Δημοσιεύσεις Μελών ΠΘ (ΕΔΠΘ)
  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ.
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Use of fuzzy clustering technique and matrices to classify amino acids and its impact to Chou's pseudo amino acid composition

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Author
Georgiou, D. N.; Karakasidis, T. E.; Nieto, J. J.; Torres, A.
Date
2009
DOI
10.1016/j.jtbi.2008.11.003
Keyword
DNA
Amino acids
Protein
Fuzzy clustering
PROTEIN SUBCELLULAR LOCATION
SUPPORT VECTOR MACHINE
PREDICTING SIGNAL
PEPTIDES
COMPLEXITY MEASURE FACTOR
ENZYME SUBFAMILY CLASSES
TWILIGHT
ZONE SEQUENCES
STRUCTURAL CLASS
SECONDARY STRUCTURE
CONOTOXIN
SUPERFAMILY
HYBRIDIZATION SPACE
Biology
Mathematical & Computational Biology
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Abstract
In this paper we present a study of classification of the 20 amino acids via a fuzzy clustering technique. In order to calculate distances among the various elements we employ two different distance functions: the Minkowski distance function and the NTV metric. In the clustering procedure we take into account several physical properties of the amino acids. We examine the effect of the number and nature of properties taken into account to the clustering procedure as a function of the degree of similarity and the distance function used. It turns out that one should use the properties that determine in the more important way the behavior of the amino acids and that the use of the appropriate metric can help in defining the separation into groups. (C) 2008 Elsevier Ltd. All rights reserved.
URI
http://hdl.handle.net/11615/27764
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