Multiobjective Optimization Algorithms for Bioinformatics
Vorbestellbar | Lieferzeit: Vorbestellbar - Erscheint laut Verlag im/am 13.06.2024. I
Erstverkaufstag: 13.06.2024
244,75 €*
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ISBN-13:
9789819716302
Veröffentl:
2024
Erscheinungsdatum:
13.06.2024
Seiten:
238
Autor:
Anirban Mukhopadhyay
Sprache:
Englisch
Beschreibung:
This book provides an updated and in-depth introduction to the application of multiobjective optimization techniques in bioinformatics. In particular, it presents multiobjective solutions to a range of complex real-world bioinformatics problems. The authors first provide a comprehensive yet concise and self-contained introduction to relevant preliminary methodical constructions such as genetic algorithms, multiobjective optimization, data mining and several challenges in the bioinformatics domain. This is followed by several systematic applications of these techniques to real-world bioinformatics problems in the areas of gene expression and network biology. The book also features detailed theoretical and mathematical notes to facilitate reader comprehension.
Chapter 1. Introduction.- Chapter 2. Multiobjective Interactive Fuzzy Clustering for Gene Expression Data.- Chapter 3. Multiobjective Rank Aggregation for Gene Prioritization.- Chapter 4. Multiobjective Simultaneous Gene Ranking and Clustering.- Chapter 5. Multiobjective Feature Selection for Identifying MicroRNA Markers.- Chapter 6. Multiobjective Approach to Detection of Differentially Coexpressed Modules.- Chapter 7. Multiobjective Approach to Cancer-Associated MicroRNA Module Detection.- Chapter 8. Multiobjective Approach to Prediction of Protein Subcellular Locations.- Chapter 9. Multiobjective Approach to Gene Ontology-based Protein-Protein Interaction Prediction.- Chapter 10. Multiobjective Approach to Protein Complex Detection.- Chapter 11. Multiobjective Biclustering for Analyzing HIV-1-Human Protein-Protein Interaction Network.
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