C4.5: programs for machine learning
C4.5: programs for machine learning
Timespace in the workplace: dealing with interruptions
CHI '95 Conference Companion on Human Factors in Computing Systems
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
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
Machine Learning
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Managerial Allocation of Time and Effort: The Effects of Interruptions
Management Science
Intelligibility and accountability: human considerations in context-aware systems
Human-Computer Interaction
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
The lumière project: Bayesian user modeling for inferring the goals and needs of software users
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Activity rhythm detection and modeling
CHI '03 Extended Abstracts on Human Factors in Computing Systems
Using the Experience Sampling Method to Evaluate Ubicomp Applications
IEEE Pervasive Computing
Learning and reasoning about interruption
Proceedings of the 5th international conference on Multimodal interfaces
Rhythm modeling, visualizations and applications
Proceedings of the 16th annual ACM symposium on User interface software and technology
Queue - Instant Messaging
a CAPpella: programming by demonstration of context-aware applications
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Examining the robustness of sensor-based statistical models of human interruptibility
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Impact of interruption style on end-user debugging
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Forecasting presence and availability
CHI '04 Extended Abstracts on Human Factors in Computing Systems
Personal and Ubiquitous Computing
Proceedings of the 17th annual ACM symposium on User interface software and technology
Controlling interruptions: awareness displays and social motivation for coordination
CSCW '04 Proceedings of the 2004 ACM conference on Computer supported cooperative work
Predictors of availability in home life context-mediated communication
CSCW '04 Proceedings of the 2004 ACM conference on Computer supported cooperative work
Lilsys: Sensing Unavailability
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
Behind the curtain: lessons learned from a Wizard of Oz field experiment
ACM SIGGROUP Bulletin - Special issue on community-based learning: explorations into theoretical groundings, empirical findings and computer support
Towards an index of opportunity: understanding changes in mental workload during task execution
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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)
User experience of communication before and during rendezvous: interim results
Personal and Ubiquitous Computing
Eclipse as a platform for research on interruption management in software development
eclipse '04 Proceedings of the 2004 OOPSLA workshop on eclipse technology eXchange
GI '05 Proceedings of Graphics Interface 2005
Using relationship to control disclosure in Awareness servers
GI '05 Proceedings of Graphics Interface 2005
Using social geometry to manage interruptions and co-worker attention in office environments
GI '05 Proceedings of Graphics Interface 2005
Wizard of Oz Support throughout an Iterative Design Process
IEEE Pervasive Computing
An intrusive evaluation of peripheral display
GRAPHITE '05 Proceedings of the 3rd international conference on Computer graphics and interactive techniques in Australasia and South East Asia
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
Estimating human interruptibility in the home for remote communication
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Multimodal estimation of user interruptibility for smart mobile telephones
Proceedings of the 8th international conference on Multimodal interfaces
Detecting social interactions of the elderly in a nursing home environment
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
User-context for adaptive user interfaces
Proceedings of the 12th international conference on Intelligent user interfaces
International Journal of Human-Computer Studies
iSocialize: investigating awareness cues for a mobile social awareness application
OZCHI '06 Proceedings of the 18th Australia conference on Computer-Human Interaction: Design: Activities, Artefacts and Environments
Uncovering the to-dos hidden in your in-box
IBM Systems Journal
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
Dynamic detection of novice vs. skilled use without a task model
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Analysis of human interruptibility in the home environment
CHI '07 Extended Abstracts on Human Factors in Computing Systems
Designing home availability services
Personal and Ubiquitous Computing
SketchWizard: Wizard of Oz prototyping of pen-based user interfaces
Proceedings of the 20th annual ACM symposium on User interface software and technology
Supporting the unremarkable: experiences with the obje Display Mirror
Personal and Ubiquitous Computing
ACM Transactions on Computer-Human Interaction (TOCHI)
The magic window: lessons from a year in the life of a co-present media space
Proceedings of the 2007 international ACM conference on Supporting group work
Unpacking the social dimension of external interruptions
Proceedings of the 2007 international ACM conference on Supporting group work
Effects of intelligent notification management on users and their tasks
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Evaluating user preferences for adaptive reminding
CHI '08 Extended Abstracts on Human Factors in Computing Systems
Behaviour & Information Technology
Considerate home notification systems: a field study of acceptability of notifications in the home
Personal and Ubiquitous Computing
APCHI '08 Proceedings of the 8th Asia-Pacific conference on Computer-Human Interaction
Lost in translation: investigating the ambiguity of availability cues in an online media space
Behaviour & Information Technology
Pricing electronic mail to solve the problem of spam
Human-Computer Interaction
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Inferring player engagement in a pervasive experience
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A Human-Centered Model for Detecting Technology Engagement
Proceedings of the 13th International Conference on Human-Computer Interaction. Part III: Ubiquitous and Intelligent Interaction
OCSC '09 Proceedings of the 3d International Conference on Online Communities and Social Computing: Held as Part of HCI International 2009
Visual feedback for starting conversation
IASTED-HCI '07 Proceedings of the Second IASTED International Conference on Human Computer Interaction
Impact of high-intensity negotiated-style interruptions on end-user debugging
Journal of Visual Languages and Computing
Multitasking and monotasking: the effects of mental workload on deferred task interruptions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Visual feedback: its effect on teleconferencing
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: applications and services
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
The easy ADL home: A physical-virtual approach to domestic living
Journal of Ambient Intelligence and Smart Environments
Exploring web browsing context for collaborative question answering
Proceedings of the third symposium on Information interaction in context
Effects of content and time of delivery on receptivity to mobile interruptions
Proceedings of the 12th international conference on Human computer interaction with mobile devices and services
Psycho-physiological measures for assessing cognitive load
Proceedings of the 12th ACM international conference on Ubiquitous computing
Real-time adaptive behaviors in multimodal human-avatar interactions
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Steps towards a system for inferring the interruptibility status of knowledge workers
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
Design and evaluation of a command recommendation system for software applications
ACM Transactions on Computer-Human Interaction (TOCHI)
Sensing cognitive multitasking for a brain-based adaptive user interface
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interaction mediate agent based on user interruptibility estimation
HI'11 Proceedings of the 2011 international conference on Human interface and the management of information - Volume Part I
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
A study of detecting social interaction with sensors in a nursing home environment
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Using sound source localization in a home environment
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
A context-aware reminder system for elders based on fuzzy linguistic approach
Expert Systems with Applications: An International Journal
Estimating a user’s internal state before the first input utterance
Advances in Human-Computer Interaction
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
Modeling information exchange opportunities for effective human-computer teamwork
Artificial Intelligence
Guided Sampling Using Mobile Electronic Diaries
International Journal of Mobile Human Computer Interaction
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A person seeking someone else's attention is normally able to quickly assess how interruptible they are. This assessment allows for behavior we perceive as natural, socially appropriate, or simply polite. On the other hand, today's computer systems are almost entirely oblivious to the human world they operate in, and typically have no way to take into account the interruptibility of the user. This paper presents a Wizard of Oz study exploring whether, and how, robust sensor-based predictions of interruptibility might be constructed, which sensors might be most useful to such predictions, and how simple such sensors might be.The study simulates a range of possible sensors through human coding of audio and video recordings. Experience sampling is used to simultaneously collect randomly distributed self-reports of interruptibility. Based on these simulated sensors, we construct statistical models predicting human interruptibility and compare their predictions with the collected self-report data. The results of these models, although covering a demographically limited sample, are very promising, with the overall accuracy of several models reaching about 78%. Additionally, a model tuned to avoiding unwanted interruptions does so for 90% of its predictions, while retaining 75% overall accuracy.