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A Practical Guide to Data Analysis Using R
Hoofdkenmerken
Auteur: John H. Maindonald; W. John Braun; Jeffrey L. Andrews
Titel: A Practical Guide to Data Analysis Using R
Uitgever: Cambridge University Press
ISBN: 9781009282260
ISBN boekversie: 9781009282277
Prijs: € 97.95
Verschijningsdatum: 30-05-2024
Inhoudelijke kenmerken
Categorie: Natural Language Processing
Taal: English
Imprint: Cambridge University Press
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

Using diverse real-world examples, this text examines what models used for data analysis mean in a specific research context. What assumptions underlie analyses, and how can you check them? Building on the successful 'Data Analysis and Graphics Using R,' 3rd edition (Cambridge, 2010), it expands upon topics including cluster analysis, exponential time series, matching, seasonality, and resampling approaches. An extended look at p-values leads to an exploration of replicability issues and of contexts where numerous p-values exist, including gene expression. Developing practical intuition, this book assists scientists in the analysis of their own data, and familiarizes students in statistical theory with practical data analysis. The worked examples and accompanying commentary teach readers to recognize when a method works and, more importantly, when it doesn't. Each chapter contains copious exercises. Selected solutions, notes, slides, and R code are available online, with extensive references pointing to detailed guides to R.
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