Latent independent excitation for generalizable sensor-based cross-person activity recognition

• Main Authors: Qian, Hangwei, Pan, Sinno Jialin, Miao, Chunyan
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; Human Activity Recognition; Cross-person Generalization
• Online Access: https://hdl.handle.net/10356/150409
• Institution: Nanyang Technological University

In wearable-sensor-based activity recognition, it is often assumed that the training and the test samples follow the same data distribution. This assumption neglects practical scenarios where the activity patterns inevitably vary from person to person. To solve this problem, transfer learning and do...