Long-Term Activity Monitoring with a Wearable Sensor Node
BSN '06 Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks
An introduction to ROC analysis
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Handling Missing Values when Applying Classification Models
The Journal of Machine Learning Research
Activity-Aware Computing for Healthcare
IEEE Pervasive Computing
Wearable Activity Tracking in Car Manufacturing
IEEE Pervasive Computing
Accurate activity recognition in a home setting
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Discovery of activity patterns using topic models
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
ISWC '08 Proceedings of the 2008 12th IEEE International Symposium on Wearable Computers
Decision tree grafting from the all-tests-but-one partition
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
An Analysis of Sensor-Oriented vs. Model-Based Activity Recognition
ISWC '09 Proceedings of the 2009 International Symposium on Wearable Computers
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision
Performance metrics for activity recognition
ACM Transactions on Intelligent Systems and Technology (TIST)
Proceedings of the 2nd Augmented Human International Conference
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Simple and robust BSN-based activity classification: winning the first BSN contest
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Using a live-in laboratory for ubiquitous computing research
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
A database for fine grained activity detection of cooking activities
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
ISWC '12 Proceedings of the 2012 16th Annual International Symposium on Wearable Computers (ISWC)
Personal and Ubiquitous Computing
On-line anomaly detection and resilience in classifier ensembles
Pattern Recognition Letters
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There is a growing interest on using ambient and wearable sensors for human activity recognition, fostered by several application domains and wider availability of sensing technologies. This has triggered increasing attention on the development of robust machine learning techniques that exploits multimodal sensor setups. However, unlike other applications, there are no established benchmarking problems for this field. As a matter of fact, methods are usually tested on custom datasets acquired in very specific experimental setups. Furthermore, data is seldom shared between different groups. Our goal is to address this issue by introducing a versatile human activity dataset recorded in a sensor-rich environment. This database was the basis of an open challenge on activity recognition. We report here the outcome of this challenge, as well as baseline performance using different classification techniques. We expect this benchmarking database will motivate other researchers to replicate and outperform the presented results, thus contributing to further advances in the state-of-the-art of activity recognition methods.