activity
20222024
most citedA Plot is Worth a Thousand Tests: Assessing Residual Diagnostics with the Lineup Protocol

18 citations · 19 across the 6 of their papers we have counts for

collaborators

6 papers

cs.HC2024★ 1 cited

The Noisy Work of Uncertainty Visualisation Research: A Review

Harriet Mason, Dianne Cook, Sarah Goodwin +2

Better representation of the uncertainty in a data visualisation is a focus of recent research activity. A problem with the current literature is that there is a lack of clarity ab…

stat.ML2024

Automated Assessment of Residual Plots with Computer Vision Models

Weihao Li, Dianne Cook, Emi Tanaka +2

Plotting the residuals is a recommended procedure to diagnose deviations from linear model assumptions, such as non-linearity, heteroscedasticity, and non-normality. The presence o…

stat.AP2023★ 18 cited

A Plot is Worth a Thousand Tests: Assessing Residual Diagnostics with the Lineup Protocol

Weihao Li, Dianne Cook, Emi Tanaka +1

Regression experts consistently recommend plotting residuals for model diagnosis, despite the availability of many numerical hypothesis test procedures designed to use residuals to…

cs.OH2023

Towards a unified language in experimental designs propagated by a software framework

Emi Tanaka

Experiments require human decisions in the design process, which in turn are reformulated and summarized as inputs into a system (computational or otherwise) to generate the experi…

stat.OT2022

Current state and prospects of R-packages for the design of experiments

Emi Tanaka, Dewi Amaliah

Re-running an experiment is generally costly and, in some cases, impossible due to limited resources; therefore, the design of an experiment plays a critical role in increasing the…

stat.OT2022

A Journey from Wild to Textbook Data to Reproducibly Refresh the Wages Data from the National Longitudinal Survey of Youth Database

Dewi Amaliah, Dianne Cook, Emi Tanaka +2

Textbook data is essential for teaching statistics and data science methods because they are clean, allowing the instructor to focus on methodology. Ideally textbook data sets are…