期刊
SENSORS
卷 16, 期 5, 页码 -出版社
MDPI
DOI: 10.3390/s16050753
关键词
unusual event; mobile user; blackbox; behavior pattern; fusion
资金
- National Science Foundation [CCF 1048298]
We demonstrate the feasibility of constructing a novel and practical real-world mobile cloud system, called myBlackBox, that efficiently fuses multimodal smartphone sensor data to identify and log unusual personal events in mobile users' daily lives. The system incorporates a hybrid architectural design that combines unsupervised classification of audio, accelerometer and location data with supervised joint fusion classification to achieve high accuracy, customization, convenience and scalability. We show the feasibility of myBlackBox by implementing and evaluating this end-to-end system that combines Android smartphones with cloud servers, deployed for 15 users over a one-month period.
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