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 …

Foundation models meet visualizations: Challenges and opportunities

W Yang, M Liu, Z Wang, S Liu - Computational Visual Media, 2024 - Springer
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …

Chat2VIS: generating data visualizations via natural language using ChatGPT, codex and GPT-3 large language models

P Maddigan, T Susnjak - Ieee Access, 2023 - ieeexplore.ieee.org
The field of data visualisation has long aimed to devise solutions for generating
visualisations directly from natural language text. Research in Natural Language Interfaces …

KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation

H Li, Y Wang, S Zhang, Y Song… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Visualization recommendation or automatic visualization generation can significantly lower
the barriers for general users to rapidly create effective data visualizations, especially for …

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 …

On binscatter

MD Cattaneo, RK Crump, MH Farrell… - American Economic …, 2024 - pubs.aeaweb.org
Binscatter is a popular method for visualizing bivariate relationships and conducting informal
specification testing. We study the properties of this method formally and develop enhanced …

A survey of urban visual analytics: Advances and future directions

Z Deng, D Weng, S Liu, Y Tian, M Xu, Y Wu - Computational Visual Media, 2023 - Springer
Developing effective visual analytics systems demands care in characterization of domain
problems and integration of visualization techniques and computational models. Urban …

Visualization and visual analytics approaches for image and video datasets: A survey

S Afzal, S Ghani, MM Hittawe, SF Rashid… - ACM Transactions on …, 2023 - dl.acm.org
Image and video data analysis has become an increasingly important research area with
applications in different domains such as security surveillance, healthcare, augmented and …

Where are we so far? understanding data storytelling tools from the perspective of human-ai collaboration

H Li, Y Wang, H Qu - Proceedings of the CHI Conference on Human …, 2024 - dl.acm.org
Data storytelling is powerful for communicating data insights, but it requires diverse skills
and considerable effort from human creators. Recent research has widely explored the …

How does automation shape the process of narrative visualization: A survey of tools

Q Chen, S Cao, J Wang, N Cao - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, narrative visualization has gained much attention. Researchers have
proposed different design spaces for various narrative visualization genres and scenarios to …