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Full Description
Encyclopedia of Bioinformatics and Computational Biology: ABC of Bioinformatics, Three Volume Set combines elements of computer science, information technology, mathematics, statistics and biotechnology, providing the methodology and in silico solutions to mine biological data and processes. The book covers Theory, Topics and Applications, with a special focus on Integrative -omics and Systems Biology. The theoretical, methodological underpinnings of BCB, including phylogeny are covered, as are more current areas of focus, such as translational bioinformatics, cheminformatics, and environmental informatics. Finally, Applications provide guidance for commonly asked questions.
This major reference work spans basic and cutting-edge methodologies authored by leaders in the field, providing an invaluable resource for students, scientists, professionals in research institutes, and a broad swath of researchers in biotechnology and the biomedical and pharmaceutical industries.
Contents
Draft/preliminary table of contents
Sections
Biological Database Searching
Computational Systems Biology Applications
Computational pipelines and workflows in Bioinformatics
Sequence Analysis
Epigenomic Analysis
Genetics and Population Analysis
Genome Analysis
Metabolome Analysis
Biomolecular Structure Prediction and Analysis
Transcriptome analysis
Proteomics analysis
Phylogenetic analysis
Genome Informatics
Text mining Applications
Data models, representation and storage
From Topics
Algorithms
Artificial Intelligence and Machine Learning
Search strategies
Solving Problems by Informed Search
Greedy search
Genetic Algorithms
Agents and unknown environment
Constraint Satisfaction Problems
Linear Programming
Backtracking search
Biostatistics
Computing for Bioinformatics
Integrative Bioinformatics
Ontology
Text Mining
Biological Networks
Pathways in Biology
Simulated annealing
Transcriptome informatics
Computational Systems Biology
Gene and Protein informatics
Advanced biocomputing strategies
Cheminformatics
Biological databases
Functional Genomics
Molecular Phylogeny
Metabolome Informatics
Structural Bioinformatics
Translational Bioinformatics
Bioimage informatics