Ensemble of One-Class Classifiers for Personal Risk Detection Based on Wearable Sensor Data

Ensemble of One-Class Classifiers for Personal Risk Detection Based on Wearable Sensor Data

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 literature spread over a wide range of applications...

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Bibliographic Details
Main Authors: Jorge Rodríguez, Ari Y. Barrera-Animas, Luis A. Trejo, Miguel Angel Medina-Pérez, Raúl Monroy
Format: Article
Language:English
Published: MDPI AG 2016-09-01
Series:Sensors
Subjects:
behavior analysis
classifier ensemble
personal risk detection
one-class classification
wearable sensor
Online Access:http://www.mdpi.com/1424-8220/16/10/1619

Internet

http://www.mdpi.com/1424-8220/16/10/1619

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