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Fundamentals of Data Mining in Genomics and Proteomics

Granzow, Martin / P Berrar, Daniel
Erschienen am 01.11.2010
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Bibliografische Daten
ISBN/EAN: 9781441942913
Sprache: Englisch
Auflage: 1. Auflage

Beschreibung

Inhaltsangabeto Genomic and Proteomic Data Analysis.- Design Principles for Microarray Investigations.- Pre-Processing DNA Microarray Data.- Pre-Processing Mass Spectrometry Data.- Visualization in Genomics and Proteomics.- Clustering - Class Discovery in the Post-Genomic Era.- Feature Selection and Dimensionality Reduction in Genomics and Proteomics.- Resampling Strategies for Model Assessment and Selection.- Classification of Genomic and Proteomic Data Using Support Vector Machines.- Networks in Cell Biology.- Identifying Important Explanatory Variables for Time-Varying Outcomes.- Text Mining in Genomics and Proteomics.

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