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 …

The state of the art in integrating machine learning into visual analytics

A Endert, W Ribarsky, C Turkay… - Computer Graphics …, 2017 - Wiley Online Library
Visual analytics systems combine machine learning or other analytic techniques with
interactive data visualization to promote sensemaking and analytical reasoning. It is through …

The unmet data visualization needs of decision makers within organizations

E Dimara, H Zhang, M Tory… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
When an organization chooses one course of action over alternatives, this task typically falls
on a decision maker with relevant knowledge, experience, and understanding of context …

How information visualization novices construct visualizations

L Grammel, M Tory, MA Storey - IEEE transactions on …, 2010 - ieeexplore.ieee.org
It remains challenging for information visualization novices to rapidly construct visualizations
during exploratory data analysis. We conducted an exploratory laboratory study in which …

[HTML][HTML] VIS+ AI: integrating visualization with artificial intelligence for efficient data analysis

X Wang, Z Wu, W Huang, Y Wei, Z Huang, M Xu… - Frontiers of Computer …, 2023 - Springer
Visualization and artificial intelligence (AI) are well-applied approaches to data analysis. On
one hand, visualization can facilitate humans in data understanding through intuitive visual …

[图书][B] Designing data visualizations: Representing informational Relationships

N Iliinsky, J Steele - 2011 - books.google.com
Data visualization is an efficient and effective medium for communicating large amounts of
information, but the design process can often seem like an unexplainable creative endeavor …

Critical reflections on visualization authoring systems

A Satyanarayan, B Lee, D Ren, J Heer… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
An emerging generation of visualization authoring systems support expressive information
visualization without textual programming. As they vary in their visualization models, system …

Creation and collaboration: Engaging new audiences for information visualization

J Heer, F Van Ham, S Carpendale, C Weaver… - … Human-Centered Issues …, 2008 - Springer
In recent years we have seen information visualization technology move from an advanced
research topic to mainstream adoption in both commercial and personal use. This move is in …

VA2: A Visual Analytics Approach for Evaluating Visual Analytics Applications

T Blascheck, M John, K Kurzhals… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
Evaluation has become a fundamental part of visualization research and researchers have
employed many approaches from the field of human-computer interaction like measures of …

Artistic data visualization: Beyond visual analytics

FB Viégas, M Wattenberg - … International Conference, OCSC 2007, Held as …, 2007 - Springer
Abstract Information visualization is traditionally viewed as a tool for data exploration and
hypothesis formation. Because of its roots in scientific reasoning, visualization has …