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 …

Chartgpt: Leveraging llms to generate charts from abstract natural language

Y Tian, W Cui, D Deng, X Yi, Y Yang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The use of natural language interfaces (NLIs) to create charts is becoming increasingly
popular due to the intuitiveness of natural language interactions. One key challenge in this …

Dashbot: Insight-driven dashboard generation based on deep reinforcement learning

D Deng, A Wu, H Qu, Y Wu - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …

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 …

Telling stories from computational notebooks: Ai-assisted presentation slides creation for presenting data science work

C Zheng, D Wang, AY Wang, X Ma - … of the 2022 CHI Conference on …, 2022 - dl.acm.org
Creating presentation slides is a critical but time-consuming task for data scientists. While
researchers have proposed many AI techniques to lift data scientists' burden on data …

Medley: Intent-based recommendations to support dashboard composition

A Pandey, A Srinivasan, V Setlur - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Despite the ever-growing popularity of dashboards across a wide range of domains, their
authoring still remains a tedious and complex process. Current tools offer considerable …

Diverse interaction recommendation for public users exploring multi-view visualization using deep learning

Y Li, Y Qi, Y Shi, Q Chen, N Cao… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Interaction is an important channel to offer users insights in interactive visualization systems.
However, which interaction to operate and which part of data to explore are hard questions …

Structure-aware visualization retrieval

H Li, Y Wang, A Wu, H Wei, H Qu - … of the 2022 CHI Conference on …, 2022 - dl.acm.org
With the wide usage of data visualizations, a huge number of Scalable Vector Graphic (SVG)-
based visualizations have been created and shared online. Accordingly, there has been an …

[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 …

Supporting guided exploratory visual analysis on time series data with reinforcement learning

Y Shi, B Chen, Y Chen, Z Jin, K Xu… - … on Visualization and …, 2023 - ieeexplore.ieee.org
The exploratory visual analysis (EVA) of time series data uses visualization as the main
output medium and input interface for exploring new data. However, for users who lack …