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Ensemble of one-class classifiers for personal risk detection based on wearable sensor data (2016)
Journal Article
Rodríguez, J., Barrera-Animas, A. Y., Trejo, L. A., Medina-Pérez, M. A., & Monroy, R. (2016). Ensemble of one-class classifiers for personal risk detection based on wearable sensor data. Sensors, 16(10), Article 1619. https://doi.org/10.3390/s16101619

This study introduces the One-Class K-means with Randomly-projected features Algorithm (OCKRA). OCKRA is an ensemble of one-class classifiers built over multiple projections of a dataset according to random feature subsets. Algorithms found in the li... Read More about Ensemble of one-class classifiers for personal risk detection based on wearable sensor data.

Online personal risk detection based on behavioural and physiological patterns (2016)
Journal Article
Barrera-Animas, A. Y., Trejo, L. A., Medina-Pérez, M. A., Monroy, R., Camiña, J. B., & Godínez, F. (2017). Online personal risk detection based on behavioural and physiological patterns. Information Sciences, 384, 281-297. https://doi.org/10.1016/j.ins.2016.08.006

We define personal risk detection as the timely identification of when someone is in the midst of a dangerous situation, for example, a health crisis or a car accident, events that may jeopardize a person’s physical integrity. We work under the hypot... Read More about Online personal risk detection based on behavioural and physiological patterns.