Instance-Based Learning Algorithms
Machine Learning
Intelligence without representation
Artificial Intelligence
C4.5: programs for machine learning
C4.5: programs for machine learning
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Fast training of support vector machines using sequential minimal optimization
Advances in kernel methods
SenSay: A Context-Aware Mobile Phone
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Ontology Based Context Modeling and Reasoning using OWL
PERCOMW '04 Proceedings of the Second IEEE Annual Conference on Pervasive Computing and Communications Workshops
An ontology for context-aware pervasive computing environments
The Knowledge Engineering Review
Emotion recognition from physiological signals using wireless sensors for presence technologies
Cognition, Technology and Work
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
IEEE Transactions on Knowledge and Data Engineering
Improvements to Platt's SMO Algorithm for SVM Classifier Design
Neural Computation
Reality mining: sensing complex social systems
Personal and Ubiquitous Computing
PersonalSoundtrack: context-aware playlists that adapt to user pace
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
A Human Activity Aware Learning Mobile Music Player
Proceedings of the 2007 conference on Advances in Ambient Intelligence
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
A context-aware music recommendation system using fuzzy bayesian networks with utility theory
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
An unsupervised learning paradigm for peer-to-peer labeling and naming of locations and contexts
LoCA'06 Proceedings of the Second international conference on Location- and Context-Awareness
Partial signal extraction for mobile media players
Proceedings of the 6th International Conference on Advances in Mobile Computing and Multimedia
Activity Inference through Sequence Alignment
LoCA '09 Proceedings of the 4th International Symposium on Location and Context Awareness
Cyber Assist Project for Ambient Intelligence
Proceedings of the 2007 conference on Advances in Ambient Intelligence
A Human Activity Aware Learning Mobile Music Player
Proceedings of the 2007 conference on Advances in Ambient Intelligence
Two Issues for an Ambient Reminding System: Context-Awareness and User Feedback
Proceedings of the 2007 conference on Advances in Ambient Intelligence
Context-aware mobile music recommendation for daily activities
Proceedings of the 20th ACM international conference on Multimedia
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The XPod system aims to integrate awareness of human activity and multimedia preferences to produce an adaptive system that plays contextually appropriate media. The XPod project introduces a “smart” music player that learns its user's preferences and activity, and tailors its music selections accordingly. We have experimented with various physiological sensing platforms to measure a user's physiological state. These devices are able to monitor a number of variables to determine the user's levels of activity and motion to predict what music is appropriate at that time. The XPod user trains the player to understand what music is preferred and under what conditions. After training, XPod can predict the desirability of a song given the user's physical state. XPod learns a users listening preferences from the interaction with the user and from collaborative filtering