The state of the art in enhancing trust in machine learning models with the use of visualizations

A Chatzimparmpas, RM Martins, I Jusufi… - Computer Graphics …, 2020 - Wiley Online Library
Abstract Machine learning (ML) models are nowadays used in complex applications in
various domains, such as medicine, bioinformatics, and other sciences. Due to their black …

Evaluation of parallel coordinates: Overview, categorization and guidelines for future research

J Johansson, C Forsell - IEEE transactions on visualization and …, 2015 - ieeexplore.ieee.org
The parallel coordinates technique is widely used for the analysis of multivariate data.
During recent decades significant research efforts have been devoted to exploring the …

Visualizing confidence in cluster-based ensemble weather forecast analyses

A Kumpf, B Tost, M Baumgart, M Riemer… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
In meteorology, cluster analysis is frequently used to determine representative trends in
ensemble weather predictions in a selected spatio-temporal region, eg, to reduce a set of …

GoTreeScape: Navigate and explore the tree visualization design space

G Li, X Yuan - IEEE Transactions on Visualization and …, 2022 - ieeexplore.ieee.org
Declarative grammar is becoming an increasingly important technique for understanding
visualization design spaces. The GoTreeScape system presented in the paper allows users …

XCluSim: a visual analytics tool for interactively comparing multiple clustering results of bioinformatics data

S L'Yi, B Ko, DH Shin, YJ Cho, J Lee, B Kim, J Seo - BMC bioinformatics, 2015 - Springer
Background Though cluster analysis has become a routine analytic task for bioinformatics
research, it is still arduous for researchers to assess the quality of a clustering result. To …

Paved: Pareto front visualization for engineering design

L Cibulski, H Mitterhofer, T May… - Computer Graphics …, 2020 - Wiley Online Library
Abstract Design problems in engineering typically involve a large solution space and
several potentially conflicting criteria. Selecting a compromise solution is often supported by …

Comparative visual analysis of vector field ensembles

M Jarema, I Demir, J Kehrer… - 2015 IEEE conference …, 2015 - ieeexplore.ieee.org
We present a new visual analysis approach to support the comparative exploration of 2D
vector-valued ensemble fields. Our approach enables the user to quickly identify the most …

Pm-vis: A visual analytics system for tracing and analyzing the evolution of pottery motifs

J Li, C Lai, H Zhang, X Yuan - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In Chinese archaeological research, analyzing the evolution of motifs in ancient pottery is
crucial for studying the spread and growth of cultures across various eras and regions …

Litevis: integrated visualization for simulation-based decision support in lighting design

J Sorger, T Ortner, C Luksch… - … on Visualization and …, 2015 - ieeexplore.ieee.org
State-of-the-art lighting design is based on physically accurate lighting simulations of scenes
such as offices. The simulation results support lighting designers in the creation of lighting …

Visual parameter space exploration in time and space

N Piccolotto, M Bögl, S Miksch - Computer Graphics Forum, 2023 - Wiley Online Library
Computational models, such as simulations, are central to a wide range of fields in science
and industry. Those models take input parameters and produce some output. To fully exploit …