Probability, Statistics, and Data: A Fresh Approach Using R

ISBN-13: 9780367436674 / Angielski / Twarda / 2021 / 514 str.

USA) Clair MO Bryan (Saint Louis University

Opis

This book is a first course in probability and statistics using R. The book assumes a mathematical background of Calculus II, though much of the book can be read with a much lower level of mathematics. The book incorporates R throughout all sections via simulations, data wrangling and/or data visualization.

Spis treści

1. Data in R. 2. Probability. 3. Discrete Random Variables. 4. Continuous Random Variables. 5.Simulation of Random Variables. 6. Data Manipulation. 7. Data Visualization with ggplot. 8. Inference on the Mean. 9. Rank Based Tests. 10. Tabular Data. 11. Simple Linear Regression. 11. Analysis of Variance and Comparison of Multiple Groups. 13. Multiple Regression.