A Comparison of Machine Learning and Deep Learning Techniques for Activity Recognition using Mobile Devices

A Comparison of Machine Learning and Deep Learning Techniques for Activity Recognition using Mobile Devices

We have compared the performance of different machine learning techniques for human activity recognition. Experiments were made using a benchmark dataset where each subject wore a device in the pocket and another on the wrist. The dataset comprises thirteen activities, including physical activities,...

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Bibliographic Details
Main Authors: Alejandro Baldominos, Alejandro Cervantes, Yago Saez, Pedro Isasi
Format: Article
Language:English
Published: MDPI AG 2019-01-01
Series:Sensors
Subjects:
deep learning
activity recognition
mHealth
safe environment
active aging
ambient-assisted living
Online Access:https://www.mdpi.com/1424-8220/19/3/521

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