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 …

Towards natural language interfaces for data visualization: A survey

L Shen, E Shen, Y Luo, X Yang, X Hu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …

Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

ClimateCharts. net–an interactive climate analysis web platform

L Zepner, P Karrasch, F Wiemann… - International Journal of …, 2021 - Taylor & Francis
This article describes the conception and implementation of a web platform which uses
special charts and maps for climate monitoring and analysis. At first it gives an overview of …

A survey of surveys on the use of visualization for interpreting machine learning models

A Chatzimparmpas, RM Martins… - Information …, 2020 - journals.sagepub.com
Research in machine learning has become very popular in recent years, with many types of
models proposed to comprehend and predict patterns and trends in data originating from …

Interactive visualization literacy: The state-of-the-art

EE Firat, A Joshi, RS Laramee - Information Visualization, 2022 - journals.sagepub.com
With the advent of novel visualization techniques to convey complex information, data
visualization literacy is growing in importance. Two facets of literacy are user understanding …

Big data visualization tools

N Bikakis - arXiv preprint arXiv:1801.08336, 2018 - arxiv.org
Data visualization is the presentation of data in a pictorial or graphical format, and a data
visualization tool is the software that generates this presentation. Data visualization provides …

A survey on visualizations for musical data

R Khulusi, J Kusnick, C Meinecke… - Computer Graphics …, 2020 - Wiley Online Library
Digital methods are increasingly applied to store, structure and analyse vast amounts of
musical data. In this context, visualization plays a crucial role, as it assists musicologists and …

[HTML][HTML] RAMPVIS: Answering the challenges of building visualisation capabilities for large-scale emergency responses

M Chen, A Abdul-Rahman, D Archambault, J Dykes… - Epidemics, 2022 - Elsevier
The effort for combating the COVID-19 pandemic around the world has resulted in a huge
amount of data, eg, from testing, contact tracing, modelling, treatment, vaccine trials, and …

Are we there yet? a roadmap of network visualization from surveys to task taxonomies

V Filipov, A Arleo, S Miksch - Computer Graphics Forum, 2023 - Wiley Online Library
Networks are abstract and ubiquitous data structures, defined as a set of data points and
relationships between them. Network visualization provides meaningful representations of …