Deep Transfer Learning for Time Series Data Based on Sensor Modality Classification

• Published in: Sensors (Basel, Switzerland) Vol. 20; no. 15; p. 4271
• Main Authors: Li, Frédéric, Shirahama, Kimiaki, Nisar, Muhammad Adeel, Huang, Xinyu, Grzegorzek, Marcin
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 31.07.2020; MDPI
• Subjects: Classification; Datasets; deep learning; emotion recognition; Experiments; human activity recognition; Machine learning; Neurons; Sensors; time-series classification; transfer learning; Ubiquitous computing; wearable computing

The scarcity of labelled time-series data can hinder a proper training of deep learning models. This is especially relevant for the growing field of ubiquitous computing, where data coming from wearable devices have to be analysed using pattern recognition techniques to provide meaningful applicatio...