Pattern recognition in computational molecular biology : techniques and approaches /

• Άλλοι συγγραφείς: Elloumi, Mourad
• Μορφή: Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Hoboken, New Jersey : John Wiley & Sons Inc., [2016]
• Θέματα: Molecular biology > Data processing.; Computational biology.; Pattern recognition systems.; SCIENCE / Life Sciences / Biochemistry; Electronic books.

 "A comprehensive overview of high-performance pattern recognition techniques and approaches to Computational Molecular Biology This book surveys the developments of techniques and approaches on pattern recognition related to Computational Molecular Biology. Providing a broad coverage of the field, the authors cover fundamental and technical information on these techniques and approaches, as well as discussing their related problems. The text consists of twenty nine chapters, organized into seven parts: Pattern Recognition in Sequences, Pattern Recognition in Secondary Structures, Pattern Recognition in Tertiary Structures, Pattern Recognition in Quaternary Structures, Pattern Recognition in Microarrays, Pattern Recognition in Phylogenetic Trees, and Pattern Recognition in Biological Networks. Surveys the development of techniques and approaches on pattern recognition in biomolecular data Discusses pattern recognition in primary, secondary, tertiary and quaternary structures, as well as microarrays, phylogenetic trees and biological networks Includes case studies and examples to further illustrate the concepts discussed in the book Pattern Recognition in Computational Molecular Biology: Techniques and Approaches is a reference for practitioners and professional researches in Computer Science, Life Science, and Mathematics. This book also serves as a supplementary reading for graduate students and young researches interested in Computational Molecular Biology"--EBL. 

 Part 1.   Pattern Recognition in Sequences : --   1.   Combinatorial Haplotyping Problems --   2.   Algorithmic Perspectives of the String Barcoding Problems --   3.   Alignment-Free Measures for Whole-Genome Comparison --   4.   A Maximum Likelihood Framework for Multiple Sequence Local Alignment --   5.   Global Sequence Alignment with a Bounded Number of Gaps --   Part 2.   Pattern Recognition in Secondary Structures : --   6.   A Short Review on Protein Secondary Structure Prediction Methods --   7.   A Generic Approach to Biological Sequence Segmentation Problems: Application to Protein Secondary Structure Prediction --   8.   Structural Motif Identification and Retrieval: A Geometrical Approach --   9.   Genome-Wide Search for Pseudoknotted Noncoding RNA: A Comparative Study --   Part 3.   Pattern Recognition in Tertiary Structures : --   10.   Motif Discovery in Protein 3D-Structures using Graph Mining Techniques --   11.   Fuzzy and Uncertain Learning Techniques for the Analysis and Prediction Of Protein Tertiary Structures --   12.   Protein Inter-Domain Linker Prediction --   13.   Prediction of Proline Cis-Trans Isomerization --   Part 4.   Pattern Recognition in Quaternary Structures : --   14.   Prediction of Protein Quaternary Structures --   15.   Comparison of Protein Quaternary Structures by Graph Approaches --   16.   Structural Domains in Prediction of Biological Protein-Protein Interactions --   Part 5.   Pattern Recognition in Microarrays : --   17.   Content-Based Retrieval of Microarray Experiments --   18.   Extraction of Differentially Expressed Genes in Microarray Data --   19.   Clustering and Classification Techniques for Gene Expression Profile Pattern Analysis --   20.   Mining Informative Patterns in Microarray Data --   21.   Arrow Plot and Correspondence Analysis Maps for Visualizing The Effects of Background Correction and Normalization Methods on Microarray Data --   Part 6.   Pattern Recognition in Phylogenetic Trees : --   22.   Pattern Recognition in Phylogenetics: Trees and Networks --   23.   Diverse Considerations for Successful Phylogenetic Tree Reconstruction: Impacts from Model Misspecification, Recombination, Homoplasy, and Pattern Recognition --   24.   Automated Plausibility Analysis of Large Phylogenies --   25.   A New Fast Method for Detecting and Validating Horizontal Gene Transfer Events Using Phylogenetic Trees and Aggregation Functions --   Part 7.   Pattern Recognition in Biological Networks : --   26.   Computational Methods for Modeling Biological Interaction Networks --   27.   Biological Network Inference at Multiple Scales: From Gene Regulation to Species Interactions --   28.   Discovering Causal Patterns with Structural Equation Modeling: Application to Toll-Like Receptor Signaling Pathway in Chronic Lymphocytic Leukemia --   29.   Annotating Proteins with Incomplete Label Information.