Semantic Interaction for Visual Analytics: Toward Coupling Cognition and Computation
Title | Semantic Interaction for Visual Analytics: Toward Coupling Cognition and Computation |
Publication Type | Journal Article |
Year of Publication | 2014 |
Authors | A. Endert |
Journal | IEEE Computer Graphics and Applications |
Volume | 34 |
Pagination | 8-15 |
Date Published | July |
ISSN | 0272-1716 |
Keywords | Alex Endert, Analytical models, analytical reasoning, C3E 2019, Cognition, computation, Computational modeling, Computer graphics, Data analysis, Data models, data visualisation, Data visualization, Graphics, HMT, human computer interaction, Human Machine Teaming, human-computer interaction, human-in-the-loop system design, IN-SPIRE, Interactions, model steering functionality, semantic interaction, Semantics, user analytic process, user evaluation, user interaction methodology, visual analytics, visualization |
Abstract | Alex Endert's dissertation "Semantic Interaction for Visual Analytics: Inferring Analytical Reasoning for Model Steering" described semantic interaction, a user interaction methodology for visual analytics (VA). It showed that user interaction embodies users' analytic process and can thus be mapped to model-steering functionality for "human-in-the-loop" system design. The dissertation contributed a framework (or pipeline) that describes such a process, a prototype VA system to test semantic interaction, and a user evaluation to demonstrate semantic interaction's impact on the analytic process. This research is influencing current VA research and has implications for future VA research. |
DOI | 10.1109/MCG.2014.73 |
Citation Key | 6855271 |
- user evaluation
- HMT
- Graphics
- Computer graphics
- visualization
- Human-computer interaction
- Alex Endert
- IN-SPIRE
- Computational modeling
- Data models
- Data visualization
- Analytical models
- Semantics
- cognition
- human-in-the-loop system design
- model steering functionality
- user analytic process
- user interaction methodology
- analytical reasoning
- Computation
- visual analytics
- semantic interaction
- human computer interaction
- data visualisation
- data analysis
- Human Machine Teaming
- Interactions
- C3E 2019