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Data Mining for Bioinformatics Applications

Gebonden Engels 2015 9780081001004
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Samenvatting

Data Mining for Bioinformatics Applications provides valuable information on the data mining methods have been widely used for solving real bioinformatics problems, including problem definition, data collection, data preprocessing, modeling, and validation.

The text uses an example-based method to illustrate how to apply data mining techniques to solve real bioinformatics problems, containing 45 bioinformatics problems that have been investigated in recent research. For each example, the entire data mining process is described, ranging from data preprocessing to modeling and result validation.

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Inhoudsopgave

Chapter 1: An overview of data mining
Chapter 2: Introduction to bioinformatics
Chapter 3: Phosphorylation motif discovery
Chapter 4: Phosphorylation site prediction
Chapter 5: Protein inference in shotgun proteomics
Chapter 6: Protein-protein interaction network construction from AP-MS data
Chapter 7: Protein complex identification from AP-MS data
Chapter 8: Biomarker discovery

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          Data Mining for Bioinformatics Applications