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 …

How do you converse with an analytical chatbot? revisiting gricean maxims for designing analytical conversational behavior

V Setlur, M Tory - Proceedings of the 2022 CHI conference on human …, 2022 - dl.acm.org
Chatbots have garnered interest as conversational interfaces for a variety of tasks. While
general design guidelines exist for chatbot interfaces, little work explores analytical chatbots …

A survey on ML4VIS: Applying machine learning advances to data visualization

Q Wang, Z Chen, Y Wang, H Qu - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …

[HTML][HTML] A survey on automatic infographics and visualization recommendations

S Zhu, G Sun, Q Jiang, M Zha, R Liang - Visual Informatics, 2020 - Elsevier
Automatic infographics generators employ machine learning algorithms/user-defined rules
and visual embellishments into the creation of infographics. It is an emerging topic in 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 …

Automatic chart understanding: a review

AM Farahani, P Adibi, MS Ehsani, HP Hutter… - IEEE …, 2023 - ieeexplore.ieee.org
Automated chart analysis has vast potential to improve the accessibility of charts for a wider
audience, eg, people with visual impairments or other disabilities, by generating captions for …

Inksight: Leveraging sketch interaction for documenting chart findings in computational notebooks

Y Lin, H Li, L Yang, A Wu, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Computational notebooks have become increasingly popular for exploratory data analysis
due to their ability to support data exploration and explanation within a single document …

Notable: On-the-fly assistant for data storytelling in computational notebooks

H Li, L Ying, H Zhang, Y Wu, H Qu… - Proceedings of the 2023 …, 2023 - dl.acm.org
Computational notebooks are widely used for data analysis. Their interleaved displays of
code and execution results (eg, visualizations) are welcomed since they enable iterative …

Advisor: Automatic visualization answer for natural-language question on tabular data

C Liu, Y Han, R Jiang, X Yuan - 2021 IEEE 14th Pacific …, 2021 - ieeexplore.ieee.org
We propose an automatic pipeline to generate visualization with annotations to answer
natural-language questions raised by the public on tabular data. With a pre-trained …