Machine learning models for wearable-based human activity recognition: A comparative study

• Published in: Neurocomputing (Amsterdam) Vol. 650; p. 130911
• Main Authors: Ciortuz, Gabriela, Hozhabr Pour, Hawzhin, Irshad, Muhammad Tausif, Nisar, Muhammad Adeel, Huang, Xinyu, Fudickar, Sebastian
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 14.10.2025
• Subjects: Activities of daily living; Deep learning; Human activity recognition; Long short-term memory networks; Transformer; Wearable devices; Deep learning; Long short-term memory networks; Activities of daily living; Transformer; Human activity recognition; Wearable devices

Lately, Human Activity Recognition (HAR) has seen increased interest in healthcare, due to its ability to identify Activities of Daily Living (ADL), which are crucial for supporting independence and quality of life of elderly individuals. Network architectures in combination with wearable devices en...