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

• المؤلفون الرئيسيون: Qian, Hangwei, Pan, Sinno Jialin, Miao, Chunyan
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2021
• الموضوعات: Engineering::Computer science and engineering; Human Activity Recognition; Cross-person Generalization
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/150409
• المؤسسة: 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...