Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
An introduction to computerized experience sampling in psychology
Social Science Computer Review
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Work rhythms: analyzing visualizations of awareness histories of distributed groups
CSCW '02 Proceedings of the 2002 ACM conference on Computer supported cooperative work
Models of attention in computing and communication: from principles to applications
Communications of the ACM
Unpacking "privacy" for a networked world
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Predicting human interruptibility with sensors: a Wizard of Oz feasibility study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Mediator and medium: doors as interruption gateways and aesthetic displays
DIS '02 Proceedings of the 4th conference on Designing interactive systems: processes, practices, methods, and techniques
Layered Representations for Human Activity Recognition
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
Rhythm modeling, visualizations and applications
Proceedings of the 16th annual ACM symposium on User interface software and technology
Presence versus availability: the design and evaluation of a context-aware communication client
International Journal of Human-Computer Studies
Predicting human interruptibility with sensors
ACM Transactions on Computer-Human Interaction (TOCHI)
Coordinate: probabilistic forecasting of presence and availability
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
A toolkit for managing user attention in peripheral displays
Proceedings of the 17th annual ACM symposium on User interface software and technology
BusyBody: creating and fielding personalized models of the cost of interruption
CSCW '04 Proceedings of the 2004 ACM conference on Computer supported cooperative work
Presence versus availability: the design and evaluation of a context-aware communication client
International Journal of Human-Computer Studies
Examining task engagement in sensor-based statistical models of human interruptibility
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Using context-aware computing to reduce the perceived burden of interruptions from mobile devices
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Predicting human interruptibility with sensors
ACM Transactions on Computer-Human Interaction (TOCHI)
Towards improving trust in context-aware systems by displaying system confidence
Proceedings of the 7th international conference on Human computer interaction with mobile devices & services
GI '05 Proceedings of Graphics Interface 2005
Comparing two approaches to context: realism and constructivism
Proceedings of the 4th decennial conference on Critical computing: between sense and sensibility
IEEE Transactions on Mobile Computing
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
groupTime: preference based group scheduling
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
MyConnector: analysis of context cues to predict human availability for communication
Proceedings of the 8th international conference on Multimodal interfaces
Multimodal estimation of user interruptibility for smart mobile telephones
Proceedings of the 8th international conference on Multimodal interfaces
User-context for adaptive user interfaces
Proceedings of the 12th international conference on Intelligent user interfaces
Proceedings of the 1st international conference on Tangible and embedded interaction
Recognizing context for annotating a live life recording
Personal and Ubiquitous Computing - Memory and Sharing of Experiences
How it works: a field study of non-technical users interacting with an intelligent system
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Matching attentional draw with utility in interruption
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Unpacking the social dimension of external interruptions
Proceedings of the 2007 international ACM conference on Supporting group work
Human interruptibility: a relational perspective
GROUP '07 Doctoral Consortium papers
Communication chains and multitasking
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Effects of intelligent notification management on users and their tasks
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Experience sampling for building predictive user models: a comparative study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interpersonal interruptibility: a framework and research program
CHI '08 Extended Abstracts 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
Lost in translation: investigating the ambiguity of availability cues in an online media space
Behaviour & Information Technology
A context-aware virtual secretary in a smart office environment
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Range: exploring implicit interaction through electronic whiteboard design
Proceedings of the 2008 ACM conference on Computer supported cooperative work
IM waiting: timing and responsiveness in semi-synchronous communication
Proceedings of the 2008 ACM conference on Computer supported cooperative work
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Exposing parameters of a trained dynamic model for interactive music creation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Multitasking and monotasking: the effects of mental workload on deferred task interruptions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Lightweight selective availability in instant messaging
CHI '10 Extended Abstracts on Human Factors in Computing Systems
Use and implications of a shared, forecasting calendar
INTERACT'07 Proceedings of the 11th IFIP TC 13 international conference on Human-computer interaction
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
XCS for personalizing desktop interfaces
IEEE Transactions on Evolutionary Computation
Experiments on mobile context-aware instant messaging
CTS'05 Proceedings of the 2005 international conference on Collaborative technologies and systems
Sensing cognitive multitasking for a brain-based adaptive user interface
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services
User Modeling and User-Adapted Interaction
Predicting selective availability for instant messaging
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Mental models of ambient systems: a modular research framework
CONTEXT'11 Proceedings of the 7th international and interdisciplinary conference on Modeling and using context
Towards personalized mobile interruptibility estimation
LoCA'06 Proceedings of the Second international conference on Location- and Context-Awareness
Bayesphone: precomputation of context-sensitive policies for inquiry and action in mobile devices
UM'05 Proceedings of the 10th international conference on User Modeling
Learning how to feel again: towards affective workplace presence and communication technologies
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Guided Sampling Using Mobile Electronic Diaries
International Journal of Mobile Human Computer Interaction
Hi-index | 0.01 |
Current systems often create socially awkward interruptions or unduly demand attention because they have no way of knowing if a person is busy and should not be interrupted. Previous work has examined the feasibility of using sensors and statistical models to estimate human interruptibility in an office environment, but left open some questions about the robustness of such an approach. This paper examines several dimensions of robustness in sensor-based statistical models of human interruptibility. We show that real sensors can be constructed with sufficient accuracy to drive the predictive models. We also create statistical models for a much broader group of people than was studied in prior work. Finally, we examine the effects of training data quantity on the accuracy of these models and consider tradeoffs associated with different combinations of sensors. As a whole, our analyses demonstrate that sensor-based statistical models of human interruptibility can provide robust estimates for a variety of office workers in a range of circumstances, and can do so with accuracy as good as or better than people. Integrating these models into systems could support a variety of advances in human computer interaction and computer-mediated communication.