Data Analysis for the Life Sciences with R 1st Edition – Digital Instant Dowload.

Product details:

• ISBN-10 ‏ : ‎ 1498775675
• ISBN-13 ‏ : ‎ 978-1498775670
• Author: Rafael A. Irizarry (Author), Michael I. Love (Author)

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.

Table contents:

Introduction.

Getting started.

Inference.

Exploratory data analysis.

Robust summaries.

Matrix algebra.

Linear models.

Inference for high dimensional data.

Statistical models.

Distance and dimension reduction.

Statistical models.

Distance and dimension reduction.

Basic machine learning.

Batch effects.