Hidden Bibliographic Details
Other authors / contributors: | Wang, Sheng, author.
Ma, Jianzhu, author.
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ISBN: | 9783319149141 3319149148 331914913X 9783319149134 9783319149134
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Notes: | Includes bibliographical references. Online resource; title from PDF title page (SpringerLink, viewed February 4, 2015).
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Summary: | This work covers sequence-based protein homology detection, a fundamental and challenging bioinformatics problem with a variety of real-world applications. The text first surveys a few popular homology detection methods, such as Position-Specific Scoring Matrix (PSSM) and Hidden Markov Model (HMM) based methods, and then describes a novel Markov Random Fields (MRF) based method developed by the authors. MRF-based methods are much more sensitive than HMM- and PSSM-based methods for remote homolog detection and fold recognition, as MRFs can model long-range residue-residue interaction. The text also describes the installation, usage and result interpretation of programs implementing the MRF-based method.
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Other form: | Printed edition: 9783319149134
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Standard no.: | 10.1007/978-3-319-14914-1
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