A Practical Guide to Data Analysis Using R: An Example-Based Approach

✍ Scribed by John H. Maindonald, W. John Braun, Jeffrey L. Andrews

Publisher: Cambridge University Press
Year: 2024
Tongue: English
Leaves: 551
Edition: 1
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

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.

📜 SIMILAR VOLUMES

Data Analysis and Graphics Using R: An E

📁 Data Analysis and Graphics Using R: An Example-Based Approach

✍ John Maindonald, W. John Braun 📂 Library 📅 2010 🏛 Cambridge University Press 🌐 English

It seems that most introductory R books spend too much time with correlations and other modeling. I am still hoping to find an R book that deals primarily with data manipulation and descriptive graphics at an intro to intermediate level. Simply put, knowing something well and conveying it properly

Data Analysis and Graphics Using R: An E

📁 Data Analysis and Graphics Using R: An Example-based Approach

✍ John Maindonald, John Braun 📂 Library 📅 2006 🏛 Cambridge University Press 🌐 English

Data analysis and graphics using R: An e

📁 Data analysis and graphics using R: An example-based approach

✍ John Maindonald, W. John Braun 📂 Library 📅 2010 🏛 CUP 🌐 English

<b>Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display, and interpretatio

Data Analysis and Graphics Using R: An E

📁 Data Analysis and Graphics Using R: An Example-based Approach

✍ John Maindonald, John Braun 📂 Library 📅 2003 🏛 Cambridge University Press 🌐 English

Using modern statistical software systems requires training both in the software itself and in the underlying statistical methods. Concentrating on the freely available R system, this volume demonstrates recently implemented approaches and methods in statistical analysis. The authors introduce eleme

Data Analysis and Graphics Using R -An E

📁 Data Analysis and Graphics Using R -An Example Based Approach

✍ John Maindonald, John Braun 📂 Library 📅 2003 🏛 Cambridge University Press 🌐 English

Data Analysis and Graphics Using R: An E

📁 Data Analysis and Graphics Using R: An Example-Based Approach, 3rd Edition

✍ John Maindonald, W. John Braun 📂 Library 📅 2010 🏛 Cambridge University Press 🌐 English

Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display, and interpretation of