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Statistics and data analysis for microarrays using R and bioconductor

By: Material type: TextTextLanguage: English Language Series: Mathematical and Computational Biology SeriesPublication details: Boca Raton CRC Press 2012Edition: 2nd edDescription: xlviii, 1042 p. 25 cm. 1CD-ROMISBN:
  • 9781439809754
Subject(s): DDC classification:
  • 572.8636 DRA
Summary: 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
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Item type Current library Collection Call number Status Barcode
Electronic Media Electronic Media Applied Sciences Library Lending Section DVD Collection 572.8636 DRA (Browse shelf(Opens below)) Available 112953CD
Electronic Media Electronic Media Applied Sciences Library Lending Section DVD Collection 572.8636 DRA (Browse shelf(Opens below)) Available 112952CD
Lending Books Lending Books Applied Sciences Library Lending Section Lending Collection 572.8636 DRA (Browse shelf(Opens below)) Available 112952
Lending Books Lending Books Applied Sciences Library Lending Section Lending Collection 572.8636 DRA (Browse shelf(Opens below)) Available 112953
Sheduled Reference Sheduled Reference Applied Sciences Library Reference Section Reference Collection 572.8636DRA (Browse shelf(Opens below)) Available 112733
Electronic Media Electronic Media Applied Sciences Library Lending Section DVD Collection 572.8636DRA (Browse shelf(Opens below)) Available 112733CD
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"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

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

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