Title :
A Role for Reasoning in Visual Analytics
Author :
Green, T.M. ; Maciejewski, Ross
Abstract :
Analysis supported by interactive visual interfaces is a complex process. It involves computational analytics (the visualization of both raw and derived data) and an analytical process which requires a human to extract knowledge from the data by directly interacting and manipulating both the visual and analytical components of the system. These two types of analytics are complementary and the goal of this paper is to understand interplay between the two. In this paper we discuss how a study of human reasoning and reasoning-supported cognitive processes complement the current emphasis on computational analysis and visualization. We define this process as reasoning analytics and present mechanisms by which this process may be studied.
Keywords :
cognition; cognitive systems; data visualisation; inference mechanisms; planning (artificial intelligence); user interfaces; analytical components; analytical process; computational analytics; computational visualization; derived data visualization; human reasoning; interactive visual interfaces; present mechanisms; raw data visualization; reasoning analytics; reasoning-supported cognitive processes; visual components; Cognition; Data visualization; Decision making; Problem-solving; Visual analytics; cognitive systems; empirical studies; visual analytics;
Conference_Titel :
System Sciences (HICSS), 2013 46th Hawaii International Conference on
Conference_Location :
Wailea, Maui, HI
Print_ISBN :
978-1-4673-5933-7
Electronic_ISBN :
1530-1605
DOI :
10.1109/HICSS.2013.58