DocumentCode :
174442
Title :
Protein sequence analysis based on fractal-wavelet scheme
Author :
Lina Yang ; Yuan Yan Tang ; Yang Lu ; Huiwu Luo ; Yulong Wang ; Haoliang Yuan
Author_Institution :
Dept. of Comput. & Inf. Sci., Univ. of Macau, Macau, China
fYear :
2014
fDate :
5-8 Oct. 2014
Firstpage :
4065
Lastpage :
4070
Abstract :
It is a significant issue to find similar proteins from a large scale of protein database efficiently. This paper presents a new algorithm of protein sequence which is based on fractal dimension and wavelet transform. A hybrid method consisting fractal dimension calculation, discrete wavelet transform and sliding window are applied to generate a new encoding feature. Through the computation between the feature vectors, we can obtain the distance matrix and the phylogenic tree can be constructed.We apply this approach by analyzing the ND5 (NADH dehydrogenase subunit 5) protein dataset. The experimental results show that the proposed model is more accurate than the existing ones such as Su´s model, Zhang´s model and Yao´s model, and it is consistent with the result generated from MEGA software and some known facts.
Keywords :
bioinformatics; data analysis; discrete wavelet transforms; fractals; proteins; MEGA software; NADH dehydrogenase subunit 5; ND5 protein; discrete wavelet transform; distance matrix; encoding feature; feature vectors; fractal dimension calculation; fractal-wavelet scheme; phylogenic tree; protein database; protein sequence analysis; sliding window; Approximation algorithms; Discrete wavelet transforms; Fractals; Protein sequence;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
Type :
conf
DOI :
10.1109/SMC.2014.6974569
Filename :
6974569
Link To Document :
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