International audienceVisual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under-explored. This state-of-the-art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions
© . This manuscript version is made available under the CC-BY-NC-ND 4.0 license http://creativecommo...
The increasing availability of data sets with a huge amount of information, coded in many diff erent...
Interactive model analysis, the process of understanding, diagnosing, and refining a machine learnin...
International audienceVisual analytics systems combine machine learning or other analytic techniques...
Visual analytics systems combine machine learning or other analytic techniques with interactive data...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
The goal of visual analytics (VA) systems is to solve complex problems by integrating automated data...
Machine learning is becoming a ubiquitous toolset for analyzing and making use of large collections ...
Abstract. Information visualization and visual data mining leverage the human visual system to provi...
Big data poses many facets and challenges when analyzing data, often described with the five big V’s...
Big Data Analytics is getting a great deal of attention in the business and government communities. ...
We introduce a new research area in visual analytics (VA) aiming to bridge existing gaps between met...
With machine learning playing a gradually essential part in the data analysis field, machine learnin...
© . This manuscript version is made available under the CC-BY-NC-ND 4.0 license http://creativecommo...
The increasing availability of data sets with a huge amount of information, coded in many diff erent...
Interactive model analysis, the process of understanding, diagnosing, and refining a machine learnin...
International audienceVisual analytics systems combine machine learning or other analytic techniques...
Visual analytics systems combine machine learning or other analytic techniques with interactive data...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
Visual analytics (VA) systems help data analysts solve complex problems interactively, by integratin...
The goal of visual analytics (VA) systems is to solve complex problems by integrating automated data...
Machine learning is becoming a ubiquitous toolset for analyzing and making use of large collections ...
Abstract. Information visualization and visual data mining leverage the human visual system to provi...
Big data poses many facets and challenges when analyzing data, often described with the five big V’s...
Big Data Analytics is getting a great deal of attention in the business and government communities. ...
We introduce a new research area in visual analytics (VA) aiming to bridge existing gaps between met...
With machine learning playing a gradually essential part in the data analysis field, machine learnin...
© . This manuscript version is made available under the CC-BY-NC-ND 4.0 license http://creativecommo...
The increasing availability of data sets with a huge amount of information, coded in many diff erent...
Interactive model analysis, the process of understanding, diagnosing, and refining a machine learnin...