Prediction of β-Turns Using Double BP Network with Novel Coding Schemes of Amino Acids

被引:0
|
作者
LIU Feng
机构
基金
中国国家自然科学基金;
关键词
protein structure prediction; neural network; coding method; data mining; bioinformatics;
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
Protein structure prediction is one of the most impor-tant problems in structural biology. β-turns are always at the turn of a protein tertiary structure and thus β-turn’s prediction is a key step in tertiary structure prediction. There are some methods to predict β-turns based on machine learning techniques such as k-nearest method, neural networks and support vector machine. In this paper, we construct a classifier using double BP networks and put forward two novel methods to code amino acids in the second network. When trained and tested on different datasets, they achieve more accuracy than other coding methods.
引用
收藏
页码:119 / 124
页数:6
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