Title
Viewing Visual Analytics as Model Building.
Abstract
To complement the currently existing definitions and conceptual frameworks of visual analytics, which focus mainly on activities performed by analysts and types of techniques they use, we attempt to define the expected results of these activities. We argue that the main goal of doing visual analytics is to build a mental and/or formal model of a certain piece of reality reflected in data. The purpose of the model may be to understand, to forecast or to control this piece of reality. Based on this model-building perspective, we propose a detailed conceptual framework in which the visual analytics process is considered as a goal-oriented workflow producing a model as a result. We demonstrate how this framework can be used for performing an analytical survey of the visual analytics research field and identifying the directions and areas where further research is needed.
Year
DOI
Venue
2018
10.1111/cgf.13324
COMPUTER GRAPHICS FORUM
Keywords
Field
DocType
visual analytics,visualization
Data science,Visualization,Computer science,Model building,Visual analytics,Theoretical computer science,Conceptual framework,Workflow
Journal
Volume
Issue
ISSN
37.0
6.0
0167-7055
Citations 
PageRank 
References 
16
0.62
43
Authors
7
Name
Order
Citations
PageRank
Natalia Andrienko12922192.14
Tim Lammarsch213210.06
Gennady Andrienko33106208.19
Georg Fuchs413711.85
Daniel A. Keim577041141.60
Silvia Miksch62212174.85
Alexander Rind718714.75