A Metaheuristic Approach to Protein Structure Prediction
Springer International Publishing (Verlag)
978-3-319-74774-3 (ISBN)
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.
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Metaheuristic Protein Structure Prediction-An Overview.- Related Works.- Continuous Landscape Analysis using Random Walk Algorithm.- Landscape Characterization and Algorithms Selection for the PSP Problem.- The Levy distributed Parameter Adaptive Metaheuristic Algorithm for Protein Structure Prediction.- Protein Structure Prediction using Improved Variants of Metaheuristic Algorithms.- Hybrid Metaheuristic Approach for Protein Structure Prediction.- Conclusions and Future Research.
Erscheinungsdatum | 29.03.2018 |
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Reihe/Serie | Emergence, Complexity and Computation |
Zusatzinfo | XXIX, 220 p. 59 illus., 54 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 532 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Naturwissenschaften ► Biologie ► Biochemie | |
Technik | |
Schlagworte | AB off-lattice Model • Complexity • Fitness Landscape Analysis • Metaheuristic Algorithms • Protein Structure • Protein Structure Prediction • PSP |
ISBN-10 | 3-319-74774-6 / 3319747746 |
ISBN-13 | 978-3-319-74774-3 / 9783319747743 |
Zustand | Neuware |
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