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Probability, statistics, and data a fresh approach using R
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| 자료유형 | 단행본 |
|---|---|
| 서명/저자사항 | Probability, statistics, and data : a fresh approach using R/ Darrin Speegle and Bryan Clair. |
| 개인저자 | Speegle, Darrin,author. Clair, Bryan,author, |
| 형태사항 | 1 online resource. |
| 총서사항 | Texts in statistical science |
| 기타형태 저록 | Print version: Speegle, Darrin. Probability, statistics, and data Boca Raton : CRC Press, 2021 9780367436674 |
| ISBN | 9781003004899 100300489X 1000504166 9781000504163 |
| 서지주기 | Includes bibliographical references and index. |
| 요약 | "This book is a fresh approach to a calculus based, first course in probability and statistics, using R throughout to give a central role to data and simulation. The book introduces probability with Monte Carlo simulation as an essential tool. Simulation makes challenging probability questions quickly accessible and easily understandable. Mathematical approaches are included, using calculus when appropriate, but are always connected to experimental computations. Using R and simulation gives a nuanced understanding of statistical inference. The impact of departure from assumptions in statistical tests is emphasized, quantified using simulations, and demonstrated with real data. The book compares parametric and non-parametric methods through simulation, allowing for a thorough investigation of testing error and power. The text builds R skills from the outset, allowing modern methods of resampling and cross validation to be introduced along with traditional statistical techniques. Fifty-two data sets are included in the complementary R package fosdata. Most of these data sets are from recently published papers, so that you are working with current, real data, which is often large and messy. Two central chapters use powerful tidyverse tools (dplyr, ggplot2, tidyr, stringr) to wrangle data and produce meaningful visualizations. Preliminary versions of the book have been used for five semesters at Saint Louis University, and the majority of the more than 400 exercises have been classroom tested"-- |
| 해제 | Provided by publisher. |
| 일반주제명 | Mathematical statistics. Probabilities. R (Computer program language) Mathematical statistics. Probabilities. R (Computer program language) |
| 언어 | 영어 |
| 바로가기 |  |
