activity
20172025
most citedConfusionFlow: A model-agnostic visualization for temporal analysis of classifier confusion

59 citations · 60 across the 6 of their papers we have counts for

collaborators

7 papers

cs.HC2025

Scalable Class-Centric Visual Interactive Labeling

Matthias Matt, Jana Sedlakova, Jürgen Bernard +2

Large unlabeled datasets demand efficient and scalable data labeling solutions, in particular when the number of instances and classes is large. This leads to significant visual sc…

cs.GR2022

A Data-Centric Methodology and Task Typology for Time-Stamped Event Sequences

Yasara Peiris, Clara-Maria Barth, Elaine M. Huang +1

Task abstractions and taxonomic structures for tasks are useful for designers of interactive data analysis approaches, serving as design targets and evaluation criteria alike. For…

cs.LG2022

A Design Space for Explainable Ranking and Ranking Models

I. Al Hazwani, J. Schmid, M. Sachdeva +1

Item ranking systems support users in multi-criteria decision-making tasks. Users need to trust rankings and ranking algorithms to reflect user preferences nicely while avoiding sy…

cs.HC2021

Does the Layout Really Matter? A Study on Visual Model Accuracy Estimation

Nicolas Grossmann, Jürgen Bernard, Michael Sedlmair +1

In visual interactive labeling, users iteratively assign labels to data items until the machine model reaches an acceptable accuracy. A crucial step of this process is to inspect t…

cs.LG2019★ 59 cited

ConfusionFlow: A model-agnostic visualization for temporal analysis of classifier confusion

Andreas Hinterreiter, Peter Ruch, Holger Stitz +4

Classifiers are among the most widely used supervised machine learning algorithms. Many classification models exist, and choosing the right one for a given task is difficult. Durin…

cs.HC2019

Speculative Execution for Guided Visual Analytics

Fabian Sperrle, Jürgen Bernard, Michael Sedlmair +2

We propose the concept of Speculative Execution for Visual Analytics and discuss its effectiveness for model exploration and optimization. Speculative Execution enables the automat…