Books
- Unwin (2015) Graphical Data Analysis with R
- Wilke (2019) Fundamentals of Data Visualization
- Cook and Swayne (2007) Interactive and Dynamic Graphics for Data Analysis, Introduction
- van der Loo and de Jonge (2018). Statistical Data Cleaning with Applications in R, John Wiley and Sons Ltd.
- Cleveland (1993) Visualizing Data, Hobart Press.
- Cox & Snell (1981) Applied Statistics, London: Chapman and Hall.
Articles
- Donoho (2017) 50 Years of Data Science
- Staniak and Biecek (2019) The Landscape of R Packages for Automated Exploratory Data Analysis
- Huebner et al (2018) A Contemporary Conceptual Framework for Initial Data Analysis
- Huebner et al (2020) Hidden analyses
- Chatfield (1985) The Initial Examination of Data, Journal of the Royal Statistical Society, Series A (General) 148(3):214–231
- Hyndman (2014) Explaining the ABS unemployment fluctuations
- Buja et al. (2009). Statistical Inference for Exploratory Data Analysis and Model Diagnostics. Philosophical Transactions. Series A, Mathematical, Physical, and Engineering Sciences 367 (1906): 4361–83.
- Wickham et al (2010) Graphical Inference for Infovis. IEEE Transactions on Visualization and Computer Graphics 16 (6): 973–79.
- Hofmann et al (2012) Graphical Tests for Power Comparison of Competing Designs. IEEE Transactions on Visualization and Computer Graphics 18 (12): 2441–48.
- Majumder et al (2013) Validation of Visual Statistical Inference, Applied to Linear Models. Journal of the American Statistical Association 108 (503): 942–56.
- Tierney et al (2023) Expanding Tidy Data Principles to Facilitate Missing Data Exploration, Visualization and Assessment of Imputations.
- Becker, R. A., Cleveland, W. S., & Shyu, M. J. (1996). “The Visual Design and Control of Trellis Display.” Journal of Computational and Graphical Statistics, 5(2), 123-155.