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e61 Training course: Data visualisation for exploration and communication

Website: https://github.com/dicook/e61_training/

This is a training course on data visualisation skills for e61.

Presenter: Dianne Cook is Professor of Business Analytics at Monash University in Melbourne, Australia. She is a world leader in data visualisation, especially the visualisation of high-dimensional data using tours with low-dimensional projections, and projection pursuit. She is currently focusing on bridging the gap between exploratory graphics and statistical inference. Di is a Fellow of the American Statistical Association, past editor of the Journal of Computational and Graphical Statistics, current editor of the R Journal, elected Board Member of the R Foundation, and elected member of the International Statistical Institute.

Structure of training course

  • Overview: what is the difference between communication and exploration?
  • Creating communication graphics:
    • Organising your data for efficient plot descriptions.
    • Grammatical descriptions of common plots.
    • Following cognitive perception principles, including credibility and colour.
    • Polishing your plots, by paying attention to the small things, and accessibility.
    • Determining which plot is the most effective.
    • Incorporating uncertainty.
    • Working with multivariate, and temporal and spatial data.
  • Plotting data for exploration:
    • Initial data analysis
    • Expectations and what is possible
    • Adding interactivity
    • Creating null samples to assess the strength of patterns.

Session 0 Slides

Session 1 Slides

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Materials for a training course, Sep 23 2024

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