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The state of the art in integrating machine learning into visual analytics
Visual analytics systems combine machine learning or other analytic techniques with
interactive data visualization to promote sensemaking and analytical reasoning. It is through …
interactive data visualization to promote sensemaking and analytical reasoning. It is through …
A systematic review on the practice of evaluating visualization
We present an assessment of the state and historic development of evaluation practices as
reported in papers published at the IEEE Visualization conference. Our goal is to reflect on a …
reported in papers published at the IEEE Visualization conference. Our goal is to reflect on a …
Accessible visualization via natural language descriptions: A four-level model of semantic content
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …
and contextualize their insights, and to improve their accessibility for readers with …
Augmenting visualizations with interactive data facts to facilitate interpretation and communication
Recently, an increasing number of visualization systems have begun to incorporate natural
language generation (NLG) capabilities into their interfaces. NLG-based visualization …
language generation (NLG) capabilities into their interfaces. NLG-based visualization …
Do you see what i see? a qualitative study eliciting high-level visualization comprehension
Designers often create visualizations to achieve specific high-level analytical or
communication goals. These goals require people to naturally extract complex …
communication goals. These goals require people to naturally extract complex …
[BOK][B] Mastering the information age solving problems with visual analytics
Today, in many spheres of human activity, massive amounts of data are collected and
stored. As the volumes of data available to lawmakers, civil servants, business people and …
stored. As the volumes of data available to lawmakers, civil servants, business people and …
Knowledge generation model for visual analytics
Visual analytics enables us to analyze huge information spaces in order to support complex
decision making and data exploration. Humans play a central role in generating knowledge …
decision making and data exploration. Humans play a central role in generating knowledge …
Visual analytics: Definition, process, and challenges
We are living in a world which faces a rapidly increasing amount of data to be dealt with on a
daily basis. In the last decade, the steady improvement of data storage devices and means …
daily basis. In the last decade, the steady improvement of data storage devices and means …
Characterizing provenance in visualization and data analysis: an organizational framework of provenance types and purposes
While the primary goal of visual analytics research is to improve the quality of insights and
findings, a substantial amount of research in provenance has focused on the history of …
findings, a substantial amount of research in provenance has focused on the history of …
Ethical dimensions of visualization research
M Correll - Proceedings of the 2019 CHI conference on human …, 2019 - dl.acm.org
Visualizations have a potentially enormous influence on how data are used to make
decisions across all areas of human endeavor. However, it is not clear how this power …
decisions across all areas of human endeavor. However, it is not clear how this power …