Statistics and data analysis for microarrays using R and Bioconductor. ([2016?])

• Record Type: Book
• Further Information: Note: Sorin Drăghici.
• Authors: Drăghici, Sorin
• Contents: Front Cover; Dedication; Contents; List of Figures; List of Tables; Preface; 1. Introduction; 2. The cell and its basic mechanisms; 3. Microarrays; 4. Reliability and reproducibility issues in DNA microarray measurements; 5. Image processing; 6. Introduction to R; 7. Bioconductor: principles and illustrations; 8. Elements of statistics; 9. Probability distributions; 10. Basic statistics in R; 11. Statistical hypothesis testing; 12. Classical approaches to data analysis; 13. Analysis of Variance -- ANOVA; 14. Linear models in R; 15. Experiment design; 16. Multiple comparisons. 17. Analysis and visualization tools18. Cluster analysis; 19. Quality control; 20. Data preprocessing and normalization ; 21. Methods for selecting differentially expressed genes; 22. The Gene Ontology (GO); 23. Functional analysis and biological interpretation of microarray data; 24. Uses, misuses, and abuses in GO profiling; 25. A comparison of several tools for ontological analysis; 26. Focused microarrays -- comparison and selection; 27. ID Mapping issues; 28. Pathway analysis; 29. Machine learning techniques; 30. The road ahead; Bibliography; Back Cover.
• Edition: 2nd ed
• Publisher Details: Boca Raton, FL : CRC Press
• Publication Date: 2016
• Copyright Date: 2012
• Extent: 1 online resource, illustrations (chiefly color)
• Subjects: 572.8/636; DNA microarrays -- Statistical methods; Mathematical statistics -- Data processing; R (Computer program language); SCIENCE -- Biotechnology; MATHEMATICS -- Probability & Statistics -- General; SCIENCE -- Life Sciences -- Biology -- General; DNA microarrays -- Statistical methods; Mathematical statistics -- Data processing; R (Computer program language); Oligonucleotide Array Sequence Analysis; Data Interpretation, Statistical; Programming Languages; Electronic books
• Languages: English
• ISBNs: 9781439809761; 1439809763
• Related ISBNs: 9781439809754; 1439809755
• Notes: Note: Includes bibliographical references.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.