Evaluating Ordering Strategies of Star Glyph Axes

08/01/2019
by   Matthias Miller, et al.
0

Star glyphs are a well-researched visualization technique to represent multi-dimensional data. They are often used in small multiple settings for a visual comparison of many data points. However, their overall visual appearance is strongly influenced by the ordering of dimensions. To this end, two orthogonal categories of layout strategies are proposed in the literature: order dimensions by similarity to get homogeneously shaped glyphs vs. order by dissimilarity to emphasize spikes and salient shapes. While there is evidence that salient shapes support clustering tasks, evaluation, and direct comparison of data-driven ordering strategies has not received much research attention. We contribute an empirical user study to evaluate the efficiency, effectiveness, and user confidence in visual clustering tasks using star glyphs. In comparison to similarity-based ordering, our results indicate that dissimilarity-based star glyph layouts support users better in clustering tasks, especially when clutter is present.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/04/2014

A Moving Least Squares Based Approach for Contour Visualization of Multi-Dimensional Data

Analysis of high dimensional data is a common task. Often, small multipl...
research
05/04/2023

Influence of various text embeddings on clustering performance in NLP

With the advent of e-commerce platforms, reviews are crucial for custome...
research
01/23/2020

Star Games and Hydras

The recursive path ordering is an established and crucial tool in term r...
research
07/21/2021

Improving Visualization Interpretation Using Counterfactuals

Complex, high-dimensional data is used in a wide range of domains to exp...
research
11/26/2017

STAR-RT: Visual attention for real-time video game playing

In this paper we present STAR-RT - the first working prototype of Select...
research
09/18/2022

Star Anagram Detection and Classification

A star anagram is a rearrangement of the letters of one word to produce ...
research
09/19/2023

Uncertainty Estimation in Instance Segmentation with Star-convex Shapes

Instance segmentation has witnessed promising advancements through deep ...

Please sign up or login with your details

Forgot password? Click here to reset