Nanda Dulal Jana Swagatam Das Jaya Sil Jana A Metaheuristic Approach to Protein Structure Prediction

A Metaheuristic Approach to Protein Structure Prediction

von Nanda Dulal Jana Swagatam Das Jaya Sil

Algorithms and Insights from Fitness Landscape Analysis

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Beschreibung

This book introduces characteristic features of the protein structure prediction (PSP) problem. It focuses on systematic selection and improvement of the most appropriate metaheuristic algorithm to solve the problem based on a fitness landscape analysis, rather than on the nature of the problem, which was the focus of methodologies in the past.

 Protein structure prediction is concerned with the question of how to determine the three-dimensional structure of a protein from its primary sequence. Recently a number of successful metaheuristic algorithms have been developed to determine the native structure, which plays an important role in medicine, drug design, and disease prediction.

 This interdisciplinary book consolidates the concepts most relevant to protein structure prediction (PSP) through global non-convex optimization. It is intended for graduate students from fields such as computer science, engineering, bioinformatics and as a reference for researchers and practitioners.


Presents structural features of the Protein-Structure Prediction (PSP) problem and well known metaheuristic techniques

Introduces to Algorithms and Insights from Fitness Landscape Analysis

Demonstrates how to generate the protein landscape structure based on sampling technique for determining the structural properties of the protein landscape


Presents structural features of the protein-structure prediction (PSP) problem and well-known metaheuristic techniques Introduces algorithms and insights from fitness landscape analysis Demonstrates how to generate the protein landscape structure based on the sampling technique for determining the structural properties of the protein landscape

Autor*in

Nanda Dulal Jana

Themen in »A Metaheuristic Approach to Protein Structure Prediction«

Protein Structure Prediction PSP AB off-lattice Model Fitness Landscape Analysis Metaheuristic Algorithms complexity Protein Structure

Stimmen zu »A Metaheuristic Approach to Protein Structure Prediction«

Details

ISBN: 9783319747743
Verlag: Springer International Publishing
Erscheinung: 16.03.2018

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