The science of visual data communication: What works

SL Franconeri, LM Padilla, P Shah… - … Science in the …, 2021 - journals.sagepub.com
Effectively designed data visualizations allow viewers to use their powerful visual systems to
understand patterns in data across science, education, health, and public policy. But …

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 …

Accessible visualization via natural language descriptions: A four-level model of semantic content

A Lundgard, A Satyanarayan - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …

Formalizing visualization design knowledge as constraints: Actionable and extensible models in draco

D Moritz, C Wang, GL Nelson, H Lin… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
There exists a gap between visualization design guidelines and their application in
visualization tools. While empirical studies can provide design guidance, we lack a formal …

[LIVRO][B] Visualization analysis and design

T Munzner - 2014 - books.google.com
Learn How to Design Effective Visualization SystemsVisualization Analysis and Design
provides a systematic, comprehensive framework for thinking about visualization in terms of …

NL4DV: A toolkit for generating analytic specifications for data visualization from natural language queries

A Narechania, A Srinivasan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Natural language interfaces (NLls) have shown great promise for visual data analysis,
allowing people to flexibly specify and interact with visualizations. However, develo** …

Natural language dataset generation framework for visualizations powered by large language models

HK Ko, H Jeon, G Park, DH Kim, NW Kim… - Proceedings of the …, 2024 - dl.acm.org
We introduce VL2NL, a Large Language Model (LLM) framework that generates rich and
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …

Vizml: A machine learning approach to visualization recommendation

K Hu, MA Bakker, S Li, T Kraska… - Proceedings of the 2019 …, 2019 - dl.acm.org
Visualization recommender systems aim to lower the barrier to exploring basic visualizations
by automatically generating results for analysts to search and select, rather than manually …

Multidimensional projection for visual analytics: Linking techniques with distortions, tasks, and layout enrichment

LG Nonato, M Aupetit - IEEE Transactions on Visualization and …, 2018 - ieeexplore.ieee.org
Visual analysis of multidimensional data requires expressive and effective ways to reduce
data dimensionality to encode them visually. Multidimensional projections (MDP) figure …

A multi-level typology of abstract visualization tasks

M Brehmer, T Munzner - IEEE transactions on visualization and …, 2013 - ieeexplore.ieee.org
The considerable previous work characterizing visualization usage has focused on low-level
tasks or interactions and high-level tasks, leaving a gap between them that is not addressed …