Fundamentals of Data Mining in Genomics and Proteomics - Dubitzky, Werner; Granzow, Martin; Berrar, Daniel P.; SpringerLink (Online service) (New York, NY : Springer US : Imprint: Springer, 2007)
to 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.
Keywords: Bioinformatics; Biochemistry; Statistics .; Bioinformatics .; Computational biology .; Biotechnology; Proteomics; Bioinformatics; Biochemistry, general; Statistics, general; Computer Appl. in Life Sciences; Biotechnology; Proteomics