| 000 | 02388cam a2200289 a 4500 | ||
|---|---|---|---|
| 999 |
_c48226 _d49773 |
||
| 003 | ISURa | ||
| 008 | 111012s2012 | ||
| 020 | _a9781439809754 | ||
| 041 | _aEnglish | ||
| 082 | 0 | 0 |
_a572.8636 _bDRA |
| 100 | 1 |
_aDrăghici, Sorin _925130 |
|
| 245 | 1 | 0 | _aStatistics and data analysis for microarrays using R and bioconductor |
| 250 | _a2nd ed. | ||
| 260 |
_aBoca Raton _bCRC Press _c2012 |
||
| 300 |
_axlviii, 1042 p. _c25 cm. _e1CD-ROM |
||
| 440 |
_aMathematical and Computational Biology Series _925151 |
||
| 500 | _a "Richly illustrated in color, Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition provides a clear and rigorous description of powerful analysis techniques and algorithms for mining and interpreting biological information. Omitting tedious details, heavy formalisms, and cryptic notations, the text takes a hands-on, example-based approach that teaches students the basics of R and | ||
| 520 | _a The Cell and Its Basic Mechanisms -- Microarrays -- Reliability and Reproducibility Issues in DNA Microarray Measurements -- Image Processing -- Introduction to R -- Bioconductor: Principles and Illustrations -- Elements of Statistics -- Probability Distributions -- Basic Statistics in R -- Statistical Hypothesis Testing -- Classical Approaches to Data Analysis -- Analysis of Variance (ANOVA) -- Linear Models in R -- Experiment Design -- Multiple Comparisons -- Analysis and Visualization Tools -- Cluster Analysis -- Quality Control -- Data Pre-Processing and Normalization. Methods for Selecting Differentially Regulated Genes -- The Gene Ontology (GO) -- Functional Analysis and Biological Interpretation of Microarray Data -- Uses, Misuses, and Abuses in GO Profiling -- A Comparison of Several Tools for Ontological Analysis -- Focused Microarrays -- Comparison and Selection -- ID Mapping Issues -- Pathway Analysis -- Machine Learning Techniques | ||
| 630 | 0 | 0 |
_aBioconductor (Computer file) _925131 |
| 650 | 0 |
_aDNA microarrays _xStatistical methods.. _925132 |
|
| 650 | 0 |
_aMathematical statistics _xData processing. _925133 |
|
| 650 | 0 |
_aR (Computer program language) _925134 |
|
| 650 | 7 |
_aSCIENCE / Biotechnology. _2bisacsh _925135 |
|
| 650 | 7 |
_aMATHEMATICS / Probability & Statistics / General. _925136 |
|
| 650 | 7 |
_aSCIENCE / Life Sciences / Biology / General. _925137 |
|
| 942 |
_2ddc _cLN |
||