Models of attention in computing and communication: from principles to applications
Communications of the ACM
Learning and reasoning about interruption
Proceedings of the 5th international conference on Multimodal interfaces
Examining the robustness of sensor-based statistical models of human interruptibility
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Coordinate: probabilistic forecasting of presence and availability
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
A Bayesian approach to learning Bayesian networks with local structure
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
PRIMI-An Open Platform for the Rapid and Easy Development of Instant Messaging Infrastructures
EUROMICRO '05 Proceedings of the 31st EUROMICRO Conference on Software Engineering and Advanced Applications
Preference elicitation for interface optimization
Proceedings of the 18th annual ACM symposium on User interface software and technology
Proceedings of the 11th international conference on Intelligent user interfaces
Responsiveness in instant messaging: predictive models supporting inter-personal communication
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Leveraging characteristics of task structure to predict the cost of interruption
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Maintaining concentration to achieve task completion
DUX '05 Proceedings of the 2005 conference on Designing for User eXperience
User-context for adaptive user interfaces
Proceedings of the 12th international conference on Intelligent user interfaces
Biases in human estimation of interruptibility: effects and implications for practice
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Toolkit support for developing and deploying sensor-based statistical models of human situations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Designing home availability services
Personal and Ubiquitous Computing
ACM Transactions on Computer-Human Interaction (TOCHI)
Experience sampling for building predictive user models: a comparative study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
SuperBreak: using interactivity to enhance ergonomic typing breaks
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Principles of Lifelong Learning for Predictive User Modeling
UM '07 Proceedings of the 11th international conference on User Modeling
"Are you watching this film or what?": interruption and the juggling of cohorts
Proceedings of the 2008 ACM conference on Computer supported cooperative work
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
The Five Commandments of Activity-Aware Ubiquitous Computing Applications
ICDHM '09 Proceedings of the 2nd International Conference on Digital Human Modeling: Held as Part of HCI International 2009
Exposing parameters of a trained dynamic model for interactive music creation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Dialog in the open world: platform and applications
Proceedings of the 2009 international conference on Multimodal interfaces
How to import the concept of conviviality to web communities
International Journal of Web Based Communities
Whack gestures: inexact and inattentive interaction with mobile devices
Proceedings of the fourth international conference on Tangible, embedded, and embodied interaction
Towards maximizing the accuracy of human-labeled sensor data
Proceedings of the 15th international conference on Intelligent user interfaces
Lightweight selective availability in instant messaging
CHI '10 Extended Abstracts on Human Factors in Computing Systems
Towards a physiological model of user interruptability
INTERACT'07 Proceedings of the 11th IFIP TC 13 international conference on Human-computer interaction - Volume Part II
Service obtrusiveness adaptation
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
Context-aware lighting as an immersive user interface for mediating social interactions
ACACOS'11 Proceedings of the 10th WSEAS international conference on Applied computer and applied computational science
Using decision-theoretic experience sampling to build personalized mobile phone interruption models
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Jogger: models for context-sensitive reminding
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 3
Predicting selective availability for instant messaging
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Preliminary findings of visualization of the interruptible moment
HPCS'09 Proceedings of the 23rd international conference on High Performance Computing Systems and Applications
Bayesphone: precomputation of context-sensitive policies for inquiry and action in mobile devices
UM'05 Proceedings of the 10th international conference on User Modeling
Twitter, sensors and UI: robust context modeling for interruption management
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Keeping Found Things Found: The Study and Practice of Personal Information Management: The Study and Practice of Personal Information Management
Interruptions in the workplace: A case study to reduce their effects
International Journal of Information Management: The Journal for Information Professionals
Look versus leap: computing value of information with high-dimensional streaming evidence
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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Interest has been growing in opportunities to build and deploy statistical models that can infer a computer user's current interruptability from computer activity and relevant contextual information. We describe a system that intermittently asks users to assess their perceived interruptability during a training phase and that builds decision-theoretic models with the ability to predict the cost of interrupting the user. The models are used at run-time to compute the expected cost of interruptions, providing a mediator for incoming notifications, based on a consideration of a user's current and recent history of computer activity, meeting status, location, time of day, and whether a conversation is detected.