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Statistical Inference via Data Science: A ModernDive into R

Statistical Inference via Data Science: A ModernDive into R 0.0分

资源最后更新于 2020-11-19 04:20:50

作者:Chester Ismay

出版社:CRC Press

出版日期:2019-01

ISBN:9780367409821

文件格式: pdf

标签: R语言 rstats R CSS

简介· · · · · ·

Statistical Inference via Data Science: A ModernDive into R and the Tidyverse provides a pathway for learning about statistical inference using data science tools widely used in industry, academia, and government. It introduces the tidyverse suite of R packages, including the ggplot2 package for data visualization, and the dplyr package for data wrangling. After equipping reade...

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目录

Preface
1 Getting Started with Data in R
I Data Science via the tidyverse
2 Data Visualization
3 Data Wrangling
4 Data Importing & “Tidy” Data
II Data Modeling via moderndive
5 Basic Regression
6 Multiple Regression
III Statistical Inference via infer
7 Sampling
8 Bootstrapping & Confidence Intervals
9 Hypothesis Testing
10 Inference for Regression
11 Tell the Story with Data
Appendix
A Statistical Background
B Information about R packages Used
Bibliography
Index