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An intelligent assistant for mediation analysis in visual analytics

Talkat IUI 2019 · 2019-03-17..03-20· [data-visualization, ai-assisted-development]
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A visual analytics prototype that runs automatic regression tests behind the scenes recommends three-variable plots, draws green arrows or flat bars as visual cues, and places key charts side-by-side for conflicting trends. It aims to detect when an apparent x–y correlation disappears after controlling for m and flags inconsistent mediation patterns. A five-participant exploratory study reports fewer wrong inferences and higher confidence, but results are preliminary and limited to three-variable regression checks.

AI-written summary · about

  1. 0:00Start
  2. 0:20Intelligent Assistant for Mediation Analysis in Visual Analytics
  3. 3:05Pairwise Correlation
  4. 6:25Three Variable Visualization
  5. 7:40Conclusion
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