Principles of mixed-initiative user interfaces
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Intelligent profiling by example
Proceedings of the 6th international conference on Intelligent user interfaces
Rendering effective route maps: improving usability through generalization
Proceedings of the 28th annual conference on Computer graphics and interactive techniques
Aesthetic information collages: generating decorative displays that contain information
Proceedings of the 14th annual ACM symposium on User interface software and technology
The Cassowary linear arithmetic constraint solving algorithm
ACM Transactions on Computer-Human Interaction (TOCHI)
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
An Approximate Nonmyopic Computation for Value of Information
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning an Agent's Utility Function by Observing Behavior
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Less is More: Active Learning with Support Vector Machines
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Utilities as Random Variables: Density Estimation and Structure Discovery
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Expectation Propagation for approximate Bayesian inference
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Making Rational Decisions Using Adaptive Utility Elicitation
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
A POMDP formulation of preference elicitation problems
Eighteenth national conference on Artificial intelligence
Support vector machine active learning with applications to text classification
The Journal of Machine Learning Research
Learning and reasoning about interruption
Proceedings of the 5th international conference on Multimodal interfaces
SUPPLE: automatically generating user interfaces
Proceedings of the 9th international conference on Intelligent user interfaces
GADGET: a toolkit for optimization-based approaches to interface and display generation
Proceedings of the 16th annual ACM symposium on User interface software and technology
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
Active preference learning for personalized calendar scheduling assistance
Proceedings of the 10th international conference on Intelligent user interfaces
A graph-matching approach to dynamic media allocation in intelligent multimedia interfaces
Proceedings of the 10th international conference on Intelligent user interfaces
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Fast and robust interface generation for ubiquitous applications
UbiComp'05 Proceedings of the 7th international conference on Ubiquitous Computing
UIST '06 Proceedings of the 19th annual ACM symposium on User interface software and technology
Automatically generating custom user interfaces for users with physical disabilities
Proceedings of the 8th international ACM SIGACCESS conference on Computers and accessibility
Specifying label layout style by example
Proceedings of the 20th annual ACM symposium on User interface software and technology
Automatically generating user interfaces adapted to users' motor and vision capabilities
Proceedings of the 20th annual ACM symposium on User interface software and technology
CueFlik: interactive concept learning in image search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
AVI '08 Proceedings of the working conference on Advanced visual interfaces
Mechanisms for information elicitation
Artificial Intelligence
COMET(s), A Software Architecture Style and an Interactors Toolkit for Plastic User Interfaces
Interactive Systems. Design, Specification, and Verification
Matchin: eliciting user preferences with an online game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Behavior-Sensitive User Interfaces for Smart Environments
ICDHM '09 Proceedings of the 2nd International Conference on Digital Human Modeling: Held as Part of HCI International 2009
Value-based policy teaching with active indirect elicitation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1
Decision-theoretic user interface generation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Discovering relative importance of skyline attributes
Proceedings of the VLDB Endowment
The COMETs inspector: towards run time plasticity control based on a semantic network
TAMODIA'06 Proceedings of the 5th international conference on Task models and diagrams for users interface design
Decision theoretic perspective on optimizing intelligent help
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: intelligent multimodal interaction environments
Magellan, an evolutionary system to foster user interface design creativity
Proceedings of the 2nd ACM SIGCHI symposium on Engineering interactive computing systems
Automatically generating personalized user interfaces with Supple
Artificial Intelligence
Ability-Based Design: Concept, Principles and Examples
ACM Transactions on Accessible Computing (TACCESS)
Fast and robust interface generation for ubiquitous applications
UbiComp'05 Proceedings of the 7th international conference on Ubiquitous Computing
Investigation of fNIRS brain sensing as input to information filtering systems
Proceedings of the 4th Augmented Human International Conference
| Hi-index | 0.00 |
Decision-theoretic optimization is becoming a popular tool in the user interface community, but creating accurate cost (or utility) functions has become a bottleneck --- in most cases the numerous parameters of these functions are chosen manually, which is a tedious and error-prone process. This paper describes ARNAULD, a general interactive tool for eliciting user preferences concerning concrete outcomes and using this feedback to automatically learn a factored cost function. We empirically evaluate our machine learning algorithm and two automatic query generation approaches and report on an informal user study.