Artificial Intelligence - Special issue on knowledge representation
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Learning User Evaluation Functions for Adaptive Scheduling Assistance
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Learning Subjective Functions with Large Margins
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Efficient solution techniques for disjunctive temporal reasoning problems
Artificial Intelligence
Spoken dialogue management using probabilistic reasoning
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Optimizing dialogue management with reinforcement learning: experiments with the NJFun system
Journal of Artificial Intelligence Research
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
A reinforcement learning approach to job-shop scheduling
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Simulating users to support the design of activity management systems
WSC '05 Proceedings of the 37th conference on Winter simulation
Learning effective and engaging strategies for advice-giving human-machine dialogue
Natural Language Engineering
Support for context-aware monitoring in home healthcare
Journal of Ambient Intelligence and Smart Environments
Reasoning support for risk prediction and prevention in independent living
Theory and Practice of Logic Programming
An automated prompting system for smart environments
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Modeling and simulation of tests for agents
MATES'06 Proceedings of the 4th German conference on Multiagent System Technologies
Personal and Ubiquitous Computing
Automatic interface optimization through random exploration of available elements
Proceedings of the 2nd Workshop on Machine Learning for Interactive Systems: Bridging the Gap Between Perception, Action and Communication
Interactive activity recognition and prompting to assist people with cognitive disabilities
Journal of Ambient Intelligence and Smart Environments - Home-based Health and Wellness Measurement and Monitoring
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Reminder systems support people with impaired prospective memory and/or executive function, by providing them with reminders of their functional daily activities. We integrate temporal constraint reasoning with reinforcement learning (RL) to build an adaptive reminder system and in a simulated environment demonstrate that it can personalize to a user and adapt to both short- and long-term changes. In addition to advancing the application domain, our integrated algorithm contributes to research on temporal constraint reasoning by showing how RL can select an optimal policy from amongst a set of temporally consistent ones, and it contributes to the work on RL by showing how temporal constraint reasoning can be used to dramatically reduce the space of actions from which an RL agent needs to learn.