C4.5: programs for machine learning
C4.5: programs for machine learning
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
The coming age of calm technolgy
Beyond calculation
Mobile computing in the retail arena
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A service-oriented middleware for building context-aware services
Journal of Network and Computer Applications
Nomograms for visualization of naive Bayesian classifier
PKDD '04 Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases
User Modeling and User-Adapted Interaction
Answering why and why not questions in user interfaces
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Responsiveness in instant messaging: predictive models supporting inter-personal communication
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
From awareness to connectedness: the design and deployment of presence displays
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Toolkit support for developing and deploying sensor-based statistical models of human situations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Evaluating user interface systems research
Proceedings of the 20th annual ACM symposium on User interface software and technology
Investigating statistical machine learning as a tool for software development
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Explaining Classifications For Individual Instances
IEEE Transactions on Knowledge and Data Engineering
Accurate activity recognition in a home setting
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Understanding mobility based on GPS data
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Human-Computer Interaction
Intelligibility and accountability: human considerations in context-aware systems
Human-Computer Interaction
Fixing the program my computer learned: barriers for end users, challenges for the machine
Proceedings of the 14th international conference on Intelligent user interfaces
Support for context-aware intelligibility and control
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
UbiGreen: investigating a mobile tool for tracking and supporting green transportation habits
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Finding causes of program output with the Java Whyline
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Why and why not explanations improve the intelligibility of context-aware intelligent systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Robust Recognition of Reading Activity in Transit Using Wearable Electrooculography
Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
Interacting meaningfully with machine learning systems: Three experiments
International Journal of Human-Computer Studies
Inferring Identity Using Accelerometers in Television Remote Controls
Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Visual explanation of evidence in additive classifiers
IAAI'06 Proceedings of the 18th conference on Innovative applications of artificial intelligence - Volume 2
Assessing demand for intelligibility in context-aware applications
Proceedings of the 11th international conference on Ubiquitous computing
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
PersonisAD: distributed, active, scrutable model framework for context-aware services
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
Tracking free-weight exercises
UbiComp '07 Proceedings of the 9th international conference on Ubiquitous computing
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
Specification and verification of complex location events with panoramic
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Improving trust in context-aware applications with intelligibility
Proceedings of the 12th ACM international conference adjunct papers on Ubiquitous computing - Adjunct
Designing trustworthy adaptation on public displays
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Where are my intelligent assistant's mistakes? a systematic testing approach
IS-EUD'11 Proceedings of the Third international conference on End-user development
A framework for user controlled remembering and forgetting in long term user models
Proceedings of the 13th international conference on Ubiquitous computing
Design of an intelligible mobile context-aware application
Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services
Intelligible TinyOS sensor systems: explanations for embedded software
CONTEXT'11 Proceedings of the 7th international and interdisciplinary conference on Modeling and using context
An explanation-centric approach for personalizing intelligent agents
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
Tell me more?: the effects of mental model soundness on personalizing an intelligent agent
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
End-user interactions with intelligent and autonomous systems
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Weights of evidence for intelligible smart environments
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special issue on highlights of the decade in interactive intelligent systems
Crossing the bridge over Norman's Gulf of Execution: revealing feedforward's true identity
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Hybreed: A software framework for developing context-aware hybrid recommender systems
User Modeling and User-Adapted Interaction
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Context-aware applications should be intelligible so users can better understand how they work and improve their trust in them. However, providing intelligibility is non-trivial and requires the developer to understand how to generate explanations from application decision models. Furthermore, users need different types of explanations and this complicates the implementation of intelligibility. We have developed the Intelligibility Toolkit that makes it easy for application developers to obtain eight types of explanations from the most popular decision models of context-aware applications. We describe its extensible architecture, and the explanation generation algorithms we developed. We validate the usefulness of the toolkit with three canonical applications that use the toolkit to generate explanations for end-users.