MARC details
| 000 -LEADER |
|---|
| fixed length control field |
03097aam a2200229 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
211018b2020 ||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780367409821 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.54 |
| Item number |
I8S8 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Ismay, Chester |
| 9 (RLIN) |
406104 |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Statistical inference via data science: a ModernDive into R and the Tidyverse |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Name of publisher, distributor, etc |
CRC Press |
| Date of publication, distribution, etc |
2020 |
| Place of publication, distribution, etc |
Boca Raton |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxx, 430 p.: ill. |
| Other physical details |
Include index |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE |
|---|
| Title |
Chapman and Hall/CRC: the R |
| 9 (RLIN) |
406105 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Table of Contents<br/><br/>Preface<br/>1 Getting Started with Data in R<br/>I Data Science via the tidyverse<br/>2 Data Visualization<br/>3 Data Wrangling<br/>4 Data Importing & “Tidy” Data<br/>II Data Modeling via moderndive<br/>5 Basic Regression<br/>6 Multiple Regression<br/>III Statistical Inference via infer<br/>7 Sampling<br/>8 Bootstrapping & Confidence Intervals<br/>9 Hypothesis Testing<br/>10 Inference for Regression<br/>11 Tell the Story with Data<br/>Appendix<br/>A Statistical Background<br/>B Information about R packages Used<br/>Bibliography<br/>Index<br/><br/> |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
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 readers with just enough of these data science tools to perform effective exploratory data analyses, the book covers traditional introductory statistics topics like confidence intervals, hypothesis testing, and multiple regression modelling, while focusing on visualization throughout.<br/><br/>Features:<br/>● Assumes minimal prerequisites, notably, no prior calculus nor coding experience<br/>● Motivates theory using real-world data, including all domestic flights leaving New York City in 2013, the Gapminder project, and the data journalism website, FiveThirtyEight.com<br/>● Centres on simulation-based approaches to statistical inference rather than mathematical formulas<br/>● Uses the infer package for "tidy" and transparent statistical inference to construct confidence intervals and conduct hypothesis tests via the bootstrap and permutation methods<br/>● Provides all code and output embedded directly in the text; also available in the online version at moderndive.com<br/><br/>This book is intended for individuals who would like to simultaneously start developing their data science toolbox and start learning about the inferential and modelling tools used in much of modern-day research. The book can be used in methods and data science courses and first courses in statistics, at both the undergraduate and graduate levels.<br/><br/>https://www.routledge.com/Statistical-Inference-via-Data-Science-A-ModernDive-into-R-and-the-Tidyverse/Ismay-Kim/p/book/9780367409821 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistics - Data processing |
| 9 (RLIN) |
22221 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Quantitative research |
| 9 (RLIN) |
59686 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
R computer program language |
| 9 (RLIN) |
55638 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data wrangling |
| 9 (RLIN) |
411993 |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Kim, Albert Y. |
| Relator term |
Co-author |
| 9 (RLIN) |
411994 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Item type |
Books |
