Data-centric artificial intelligence: A survey
Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler
of its great success is the availability of abundant and high-quality data for building machine …
of its great success is the availability of abundant and high-quality data for building machine …
Towards natural language interfaces for data visualization: A survey
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …
input modality to direct manipulation for visual analytics can provide an engaging user …
Dashbot: Insight-driven dashboard generation based on deep reinforcement learning
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …
multiple charts. However, creating an effective dashboard is highly demanding, which …
Chart question answering: State of the art and future directions
Abstract Information visualizations such as bar charts and line charts are very common for
analyzing data and discovering critical insights. Often people analyze charts to answer …
analyzing data and discovering critical insights. Often people analyze charts to answer …
[HTML][HTML] AVA: An automated and ai-driven intelligent visual analytics framework
J Wang, X Li, C Li, D Peng, AZ Wang, Y Gu, X Lai… - Visual Informatics, 2024 - Elsevier
With the incredible growth of the scale and complexity of datasets, creating proper
visualizations for users becomes more and more challenging in large datasets. Though …
visualizations for users becomes more and more challenging in large datasets. Though …
A comprehensive state-of-the-art survey on data visualization tools: Research developments, challenges and future domain specific visualization framework
Data visualization is a powerful skill for the demonstration of meaningful data insights in an
interactive and effective way. In this survey article, we collected 70 articles from last five …
interactive and effective way. In this survey article, we collected 70 articles from last five …
[HTML][HTML] A survey on automatic dashboard recommendation systems
P Soni, C de Runz, F Bouali, G Venturini - Visual Informatics, 2024 - Elsevier
This paper presents a survey on automatic or semi-automatic recommendation systems that
help users create dashboards. It starts by showing the important role that dashboards play in …
help users create dashboards. It starts by showing the important role that dashboards play in …
AdaVis: Adaptive and Explainable Visualization Recommendation for Tabular Data
Automated visualization recommendation facilitates the rapid creation of effective
visualizations, which is especially beneficial for users with limited time and limited …
visualizations, which is especially beneficial for users with limited time and limited …
What do we mean when we say “insight”? A formal synthesis of existing theory
Researchers have derived many theoretical models for specifying users' insights as they
interact with a visualization system. These representations are essential for understanding …
interact with a visualization system. These representations are essential for understanding …
An empirical study of counterfactual visualization to support visual causal inference
Counterfactuals–expressing what might have been true under different circumstances–have
been widely applied in statistics and machine learning to help understand causal …
been widely applied in statistics and machine learning to help understand causal …