New methods for accurate prediction of protein secondary structure

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چکیده

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New methods for accurate prediction of protein secondary structure.

A primary and a secondary neural network are applied to secondary structure and structural class prediction for a database of 681 non-homologous protein chains. A new method of decoding the outputs of the secondary structure prediction network is used to produce an estimate of the probability of finding each type of secondary structure at every position in the sequence. In addition to providing...

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Porter: a new, accurate server for protein secondary structure prediction

UNLABELLED Porter is a new system for protein secondary structure prediction in three classes. Porter relies on bidirectional recurrent neural networks with shortcut connections, accurate coding of input profiles obtained from multiple sequence alignments, second stage filtering by recurrent neural networks, incorporation of long range information and large-scale ensembles of predictors. Porter...

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Accurate Prediction of Protein Secondary Structure By Non-Parametric Models

Proteins are one of the most important parts of an organism because of their vital tasks. Consequently, it is necessary to know both the primary and secondary structure of a protein as closely related to its biological function. Artificial Neural Networks (ANNs) are a useful methodology for secondary structure prediction of proteins. In this study, a generalized regression neural network (GRNN)...

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Comparison of probabilistic combination methods for protein secondary structure prediction

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Structural bioinformatics Porter: a new, accurate server for protein secondary structure prediction

Summary: Porter is a new system for protein secondary structure prediction in three classes. Porter relies on bidirectional recurrent neural networks with shortcut connections, accurate coding of input profiles obtained from multiple sequence alignments, second stage filtering by recurrent neural networks, incorporation of long range information and large-scale ensembles of predictors. Porter’s...

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ژورنال

عنوان ژورنال: Proteins: Structure, Function, and Genetics

سال: 1999

ISSN: 0887-3585,1097-0134

DOI: 10.1002/(sici)1097-0134(19990515)35:3<293::aid-prot3>3.0.co;2-l