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Contents |
Road to statistical bioinformatics -- Probability concepts and distributions for analyzing large biological data -- Quality control of high-throughput biological data -- Statistical testing and significance for large biological data analysis -- Clustering : unsupervised learning in large biological data -- Classification : supervised learning with high-dimensional biological data -- Multidimensional analysis and visualization on large biological data -- Statistical models, inference, and algorithms for large biological data analysis -- Experimental designs on high-throughput biological experiments -- Statistical resampling techniques for large biological data analysis -- Statistical network analysis for biological systems and pathways -- Trends and statistical challenges in genomewide association studies -- R and bioconductor packages in bioinformatics : towards systems biology. |
Bibliography note | Includes bibliographical references and index. |
Access restriction | Available only to authorized users. |
Technical details | Mode of access: World Wide Web |
Genre/form | Electronic books. |
LCCN | 2009024890 |
ISBN | 9780471692720 (cloth) |
ISBN | 0471692727 (cloth) |