Using Animation to Alleviate Overdraw in Multiclass Scatterplot Matrices

Interactive Data VisualizationVisualization Perception & CognitionUI/UX DesignersData Scientists & Analysts

The scatterplot matrix (SPLOM) is a commonly used technique for visualizing multiclass multivariate data. However, multiclass SPLOMs have issues with overdraw (overlapping points), and most existing techniques for alleviating overdraw focus on individual scatterplots with a single class. This paper explores whether animation using flickering points is an effective way to alleviate overdraw in these multiclass SPLOMs. In a user study with 69 participants, we found that users not only performed better at identifying dense regions using animated SPLOMs, but also found them easier to interpret and preferred them to static SPLOMs. These results open up new directions for future work on alleviating overdraw for multiclass SPLOMs, and provide insights for applying animation to alleviate overdraw in other settings.

Quick Actions

Share

Share this page

ios_share

https://hci.top/en/papers/chi/4106/2018

AdRecommended

Learn AI Coding at CodeNow

At a Glance

Paper Snapshot

fact_check
dataset
Source
CHI
calendar_month
Year
2018
emoji_events
Award
No award tagged
group
Authors
6 authors
sell
Subtopics
Interactive Data Visualization, Visualization Perception & Cognition
work
Professions
UI/UX Designers, Data Scientists & Analysts
article
Content Status
Abstract only
hub
Related Papers
10 related papers