Automating the design of graphical presentations of relational information
ACM Transactions on Graphics (TOG)
Task-analytic approach to the automated design of graphic presentations
ACM Transactions on Graphics (TOG)
The design of illustrated documents as a planning task
Intelligent multimedia interfaces
The cost structure of sensemaking
INTERCHI '93 Proceedings of the INTERCHI '93 conference on Human factors in computing systems
Interactive graphic design using automatic presentation knowledge
CHI '94 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Data exploration across temporal contexts
Proceedings of the 5th international conference on Intelligent user interfaces
Plan-based interfaces: keeping track of user tasks and acting to cooperate
Proceedings of the 7th international conference on Intelligent user interfaces
A model for the visualization exploration process
Proceedings of the conference on Visualization '02
An Empirical Comparison of Three Commercial Information Visualization Systems
INFOVIS '01 Proceedings of the IEEE Symposium on Information Visualization 2001 (INFOVIS'01)
Implicit user profiling for on demand relevance feedback
Proceedings of the 9th international conference on Intelligent user interfaces
Proceedings of the 17th annual ACM symposium on User interface software and technology
A History Mechanism for Visual Data Mining
INFOVIS '04 Proceedings of the IEEE Symposium on Information Visualization
TaskTracer: a desktop environment to support multi-tasking knowledge workers
Proceedings of the 10th international conference on Intelligent user interfaces
A hybrid learning system for recognizing user tasks from desktop activities and email messages
Proceedings of the 11th international conference on Intelligent user interfaces
SWISH: semantic analysis of window titles and switching history
Proceedings of the 11th international conference on Intelligent user interfaces
Zooming versus multiple window interfaces: Cognitive costs of visual comparisons
ACM Transactions on Computer-Human Interaction (TOCHI)
Supporting the analytical reasoning process in information visualization
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Systematic yet flexible discovery: guiding domain experts through exploratory data analysis
Proceedings of the 13th international conference on Intelligent user interfaces
Automated generation of graphic sketches by example
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Creating visualizations: a case-based reasoning perspective
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
HARVEST: an intelligent visual analytic tool for the masses
Proceedings of the first international workshop on Intelligent visual interfaces for text analysis
A reference model for adaptive visualization systems
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: design and development approaches - Volume Part I
Modeling users for adaptive semantics visualizations
UAHCI'11 Proceedings of the 6th international conference on Universal access in human-computer interaction: users diversity - Volume Part II
Database-as-a-service for long-tail science
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part IV
Information technology for healthcare transformation
IBM Journal of Research and Development
Visualization for the masses: learning from the experts
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
VizDeck: self-organizing dashboards for visual analytics
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
VizDeck: a card game metaphor for fast visual data exploration
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Towards adaptive information visualization: on the influence of user characteristics
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Beyond lists: studying the effect of different recommendation visualizations
Proceedings of the sixth ACM conference on Recommender systems
Visual recommendations for network navigation
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Proceedings of the 2013 international conference on Intelligent user interfaces
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Understand users’ comprehension and preferences for composing information visualizations
ACM Transactions on Computer-Human Interaction (TOCHI)
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We present a novel approach to visualization recommendation that monitors user behavior for implicit signals of user intent to provide more effective recommendation. This is in contrast to previous approaches which are either insensitive to user intent or require explicit, user specified task information. Our approach, called Behavior-Driven Visualization Recommendation (BDVR), consists of two distinct phases: (1) pattern detection, and (2) visualization recommendation. In the first phase, user behavior is analyzed dynamically to find semantically meaningful interaction patterns using a library of pattern definitions developed through observations of real-world visual analytic activity. In the second phase, our BDVR algorithm uses the detected patterns to infer a user's intended visual task. It then automatically suggests alternative visualizations that support the inferred visual task more directly than the user's current visualization. We present the details of BDVR and describe its implementation within our lab's prototype visual analysis system. We also present study results that demonstrate that our approach shortens task completion time and reduces error rates when compared to behavior-agnostic recommendation.