Browsing School of Engineering and Sustainable Development by Author "Vafeiadis, Anastasios"

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Feature learning for human activity recognition using convolutional neural networks: A case study for inertial measurement unit and audio data

Cruciani, Federico; Vafeiadis, Anastasios; Nugent, Chris; Cleland, Ian; McCullagh, Paul; Votis, Konstantinos; Giakoumis, Dimitrios; Tzovaras, Dimitrios; Chen, Liming; Hamzaoui, Raouf (Article)

The use of Convolutional Neural Networks (CNNs) as a feature learning method for Human Activity Recognition (HAR) is becoming more and more common. Unlike conventional machine learning methods, which require domain-specific ...