株式会社極東書店トップ商品一覧Data Science with R for Psychologists and Healthcare Professionals.

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Data Science with R for Psychologists and Healthcare Professionals.

Data Science with R for Psychologists and Healthcare Professionals.

・ISBN 978-0-367-61845-2 hard GB£ 520.00

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 9781003106845
著者・編者Ryan, Christian,
出版社 (CRC Press, UK)
出版年月2021
ページ数312 pp.
言語ENG
ニュース番号<A02-65209>

解説

This introduction to R for students of psychology and health sciences aims to fast-track the reader through some of the most difficult aspects of learning to do data analysis and statistics. It demonstrates the benefits for reproducibility and reliability of using a programming language over commercial software packages such as SPSS. The early chapters build at a gentle pace, to give the reader confidence in moving from a point-and-click software environment, to the more robust and reliable world of statistical coding. This is a thoroughly modern and up-to-date approach using RStudio and the tidyverse. A range of R packages relevant to psychological research are discussed in detail. A great deal of research in the health sciences concerns questionnaire data, which may require recoding, aggregation and transformation before quantitative techniques and statistical analysis can be applied. R offers many useful and transparent functions to process data and check psychometric properties. These are illustrated in detail, along with a wide range of tools R affords for data visualisation. Many introductory statistics books for the health sciences rely on toy examples - in contrast, this book benefits from utilising open datasets from published psychological studies, to both motivate and demonstrate the transition from data manipulation and analysis to published report. R Markdown is becoming the preferred method for communicating in the open science community. This book also covers the detail of how to integrate the use of R Markdown documents into the research workflow and how to use these in preparing manuscripts for publication, adhering to the latest APA style guidelines.