Generic semi-supervised adversarial subject translation for sensor-based activity recognition

• Published in: Neurocomputing (Amsterdam) Vol. 500; pp. 649 - 661
• Main Authors: Soleimani, Elnaz, Khodabandelou, Ghazaleh, Chibani, Abdelghani, Amirat, Yacine
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 21.08.2022
• Subjects: Adversarial domain adaptation; Cross-subject transfer learning; Generative adversarial network; Human activity recognition; Semi-supervised learning; Transfer learning; Human activity recognition; Transfer learning; Semi-supervised learning; Cross-subject transfer learning; Adversarial domain adaptation; Generative adversarial network

Performance of Human Activity Recognition (HAR) models, particularly deep neural networks, is highly contingent upon the availability of the massive amount of annotated training data. Though, data collection and manual labeling in the HAR domain are prohibitively expensive due to human resource depe...