Pattern recognition in computational molecular biology : techniques and approaches /

"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 fie...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Άλλοι συγγραφείς: Elloumi, Mourad
Μορφή: Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Hoboken, New Jersey : John Wiley & Sons Inc., [2016]
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • 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.