Data analysis for the life sciences with R

Data analysis for the life sciences with R

by Irizarry, Rafael A.

Type Book
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This book covers several of the statistical concepts and data analytic skills needed to succeed in data-driven life science research. The authors proceed from relatively basic concepts related to computed p-values to advanced topics related to analyzing highthroughput data. They include the R code that performs this analysis and connect the lines of code to the statistical and mathematical concepts explained.

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Title Statements

  • Full title :Data analysis for the life sciences with R / Rafael A. Irizarry, Michael I. Love.

Summary

This book covers several of the statistical concepts and data analytic skills needed to succeed in data-driven life science research. The authors proceed from relatively basic concepts related to computed p-values to advanced topics related to analyzing highthroughput data. They include the R code that performs this analysis and connect the lines of code to the statistical and mathematical concepts explained.

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Edition Statements

  • Publication Date:2016.

Publication Statements

  • Publisher(s):CRC Press
  • Place of Publication:Boca Raton, Fla
  • Language:eng
  • Publication Date:2016.

Notes

"A Chapman & Hall book."

1. Getting started -- 2. Inference -- 3. Exploratory data analysis -- 4. Matrix algebra -- 5. Linear models -- 6. Inference for high dimensional data -- 7. Statistical models -- 8. Distance and dimension reduction -- 9. Basic machine Learning -- 10. Batch effects.

The Physical Object

  • Description:1 online resource (354 pages) : : illustrations (some colour)

Edition Identifiers

  • ISBN:9781498775670, 1498775675, 9781315367002, 1315367009, 9781498775687, 1498775683
  • oclc:on1086986447
  • LC Classification:Q180.55.S7
  • Dewey Decimal:001.422

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