李家萱
助理教授
現職
東吳大學資料科學系助理教授
研究領域
福祉科技(Gerotechnology)
特徵工程(Feature Engineering)
生醫訊號處理(Biomedical signal processing)
人體姿勢估計(Human Posture Estimation)
開設課程
- 機率與統計
- 電子化企業
- 行為資料科學
學歷
元智大學 工業管理系 博士
經歷
- 東吳大學 助理教授 2023/08-迄今
- 朝陽科技大學 助理教授 2022/08-2023/07
- 國立臺灣科技大學 研究學者 2020/08-2022/07
- 元智大學 博士後研究員 2019/08/-2020/07
- 國立臺灣科技大學 獨立博士後研究員2016/08-2019/07
- 國立臺灣科技大學 博士後研究員2013/10-2019/07
期刊論文
- Chin-Ying Hsu, Ying-Po Hsu, Tien-Lung Sun, Chia-Hsuan Lee (2026). Quantitative assessment of the 30-second sit-to-stand test using computer vision technology for physical therapists. Journal of NeuroEngineering and Rehabilitation. (SCI, 2 / 111, Rehabilitation). 本人為通訊作者.
- Chia-Hsuan Lee, Ying-Po Hsu, Chih-Ching Chang (2025, Dec). Movement Pattern Analysis Based on Point-Line-Plane Hierarchies and Machine Learning for Fall Risk Assessment in Community Dwelling Older Adults. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 10.1109/TNSRE.2025.3641901. (SCI, 4/175, REHABILITATION). NSTC 112- 2221-E-031-006. 本人為第一作者.
- Chia-Hsuan Lee, Tomas Mendoza, Chien-Hua Huang, Tien-Lung Sun (2025, Jan). Vision-based postural balance assessment of sit-to-stand transitions performed by younger and older adults. Gait & Posture, 117, 245–253. (SCI, 46/136, ORTHOPEDICS). NSTC 111-2221-E-166-003. 本人為第一作者.
- Pan PJ, Lee CH, Hsu NW, Sun TL. (2024, May). Combining principal component analysis and logistic regression for multifactorial fall risk prediction among community-dwelling older adults. Geriatric Nursing, 57:208-216. . (SSCI, 32/191, NURSING). 本人為通訊作者
- Lee, C.H., Mendoza, T., C. H., Huang, Sun, T. L (2023, Jul). Comparative Analysis of Fall Risk Assessment Features in Community-Elderly and Stroke Survivors: Insights from Sensor-Based Data. Healthcare, 11(13): 1938. (SSCI, Health Policy and Services). NSTC 103-2221-E-155-044-MY3. 本人為第一作 者
研討會論文
- Yu-Ching Huang, Chih-Ying Shih, Chia-Hsuan Lee, Yun-Chen Tsai, Cheung-Ter Ong, Tien-Lung Sun (2025, Nov). AI meets wearables: Advancing motor assessment and monitoring in Parkinson’s disease. Asian and Oceanian Congress of Clinical Neurophysiology (AOCCN 2025), Taipei, Taiwan. NSTC 114-2221- E-031-004. 本人為通訊作者.
- Yun-Chen Tsai, Chia-Hsuan Lee, Yu-Ching Huang, Chih-Ying Shih, Tien-Lung Sun (2025, Nov). LLM-based AI assistant for narrative documentation of UPDRS tests in Parkinson’s disease. Asian and Oceanian Congress of Clinical Neurophysiology (AOCCN 2025), Taipei, Taiwan. NSTC 114-2221-E-031-004. 本人為通訊作者.
- Chia-Hsuan Lee, Yu-Hua Chang, Chih-Ching Chang, Ying-Po Hsu (2025, Aug). Enhancing Fall Risk Prediction with Machine Learning: The Role of Multi-View Data and Data Balancing Techniques. 8th International Conference on Knowledge Innovation and Invention 2025 (ICKII 2025), Fukuoka, Japan. NSTC 113-2221-E-031-004. 本人為第一作者、通訊作者.
- Chia-Hsuan Lee, Yu-Hua Chang, Chih-Ching Chang, Ying-Po Hsu (2025, Jul). A Multi-View Motion Analysis Method for Fall Risk Assessment in the Elderly Using Center of Pressure and Machine Learning. 2025 14th International Conference on Environment, Energy and Biotechnology, Jeju Island, South Korea. NSTC 113-2221-E-031-006. 本人為第一作者、通訊作者.
- Tien-Lung Sun; Ying-Po Hsu; Chia-Hsuan Lee; Chin-Ying Hsu (2025, Jul). Assessment of Fall Risk in the Elderly: Analysis of Center of Mass Using Key Points in the 30-second Sit-to-Stand Test. 2025 Artificial Intelligence and Smart Technology Applications Symposium (AISTA 2025), Taoyuan, Taiwan. NSTC 113-2221-E-031-004. 6. Chih-Ching Chang; Chia-Hsuan, Lee; Ying-Po Hsu; Tien-Lung Sun (2024, Aug). Interpretable Machine Learning For Fall Risk Assessment: An Exploratory Study Using OpenPose and Key Point Motion Data. 7th International Conference on Knowledge Innovation and Invention 2024 (ICKII 2024), Nagoya, Aichi, Japan. NSTC 112-2221-E-031-006. 本人為通訊作者.
- Shen, R.R., Lee, C. H., Huang, C. H., Hsu, Y.P., Sun, T. L. (2024, Feb). Artificial Intelligence Image Recognition Analysis of Keypoint Data and MSE Feature Values in the 30 Seconds Sit-to-Stand Test. The 7th International Conference on Ambient Intelligence and Ergonomics in Asia, Nagoya, Japan. NSTC 112-2221- E-031-006. 112-2221-E-031 -006 -.
- Hsu, C.Y., Lee, C. H., Sun, T. L., Shen, R.R., Hsu, Y.P., (2023, Oct). Enhanced Evaluation of Lower Limb Endurance and Balance in Older Adults Using AI Image Recognition and Feature Extraction. 23rd Asia Pacific Industrial Engineering & Management System Conference AND The 26th Asia Pacific Division Meeting of The International Foundation for Production Research (APIEMS2023), Kuala Lumpur, Malaysia.
- Shen, R.R., Lee, C. H., Huang, C. H., Hsu, Y.P., Sun, T. L. (2023, Oct). Artificial Intelligence Image Recognition Technology and Data for Assessing the Fall Risk of Elderly People. 23rd Asia Pacific Industrial Engineering & Management System Conference AND The 26th Asia Pacific Division Meeting of The International Foundation for Production Research (APIEMS2023), Kuala Lumpur, Malaysia.
李家萱
助理教授
現職
東吳大學資料科學系助理教授
研究領域
福祉科技(Gerotechnology)
特徵工程(Feature Engineering)
生醫訊號處理(Biomedical signal processing)
人體姿勢估計(Human Posture Estimation)
開設課程
- 機率與統計
- 電子化企業
- 行為資料科學
學歷
元智大學 工業管理系 博士
經歷
- 東吳大學 助理教授 2023/08-迄今
- 朝陽科技大學 助理教授 2022/08-2023/07
- 國立臺灣科技大學 研究學者 2020/08-2022/07
- 元智大學 博士後研究員 2019/08/-2020/07
- 國立臺灣科技大學 獨立博士後研究員2016/08-2019/07
- 國立臺灣科技大學 博士後研究員2013/10-2019/07
期刊論文
- Chin-Ying Hsu, Ying-Po Hsu, Tien-Lung Sun, Chia-Hsuan Lee (2026). Quantitative assessment of the 30-second sit-to-stand test using computer vision technology for physical therapists. Journal of NeuroEngineering and Rehabilitation. (SCI, 2 / 111, Rehabilitation). 本人為通訊作者.
- Chia-Hsuan Lee, Ying-Po Hsu, Chih-Ching Chang (2025, Dec). Movement Pattern Analysis Based on Point-Line-Plane Hierarchies and Machine Learning for Fall Risk Assessment in Community Dwelling Older Adults. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 10.1109/TNSRE.2025.3641901. (SCI, 4/175, REHABILITATION). NSTC 112- 2221-E-031-006. 本人為第一作者.
- Chia-Hsuan Lee, Tomas Mendoza, Chien-Hua Huang, Tien-Lung Sun (2025, Jan). Vision-based postural balance assessment of sit-to-stand transitions performed by younger and older adults. Gait & Posture, 117, 245–253. (SCI, 46/136, ORTHOPEDICS). NSTC 111-2221-E-166-003. 本人為第一作者.
- Pan PJ, Lee CH, Hsu NW, Sun TL. (2024, May). Combining principal component analysis and logistic regression for multifactorial fall risk prediction among community-dwelling older adults. Geriatric Nursing, 57:208-216. . (SSCI, 32/191, NURSING). 本人為通訊作者
- Lee, C.H., Mendoza, T., C. H., Huang, Sun, T. L (2023, Jul). Comparative Analysis of Fall Risk Assessment Features in Community-Elderly and Stroke Survivors: Insights from Sensor-Based Data. Healthcare, 11(13): 1938. (SSCI, Health Policy and Services). NSTC 103-2221-E-155-044-MY3. 本人為第一作 者
研討會論文
- Yu-Ching Huang, Chih-Ying Shih, Chia-Hsuan Lee, Yun-Chen Tsai, Cheung-Ter Ong, Tien-Lung Sun (2025, Nov). AI meets wearables: Advancing motor assessment and monitoring in Parkinson’s disease. Asian and Oceanian Congress of Clinical Neurophysiology (AOCCN 2025), Taipei, Taiwan. NSTC 114-2221- E-031-004. 本人為通訊作者.
- Yun-Chen Tsai, Chia-Hsuan Lee, Yu-Ching Huang, Chih-Ying Shih, Tien-Lung Sun (2025, Nov). LLM-based AI assistant for narrative documentation of UPDRS tests in Parkinson’s disease. Asian and Oceanian Congress of Clinical Neurophysiology (AOCCN 2025), Taipei, Taiwan. NSTC 114-2221-E-031-004. 本人為通訊作者.
- Chia-Hsuan Lee, Yu-Hua Chang, Chih-Ching Chang, Ying-Po Hsu (2025, Aug). Enhancing Fall Risk Prediction with Machine Learning: The Role of Multi-View Data and Data Balancing Techniques. 8th International Conference on Knowledge Innovation and Invention 2025 (ICKII 2025), Fukuoka, Japan. NSTC 113-2221-E-031-004. 本人為第一作者、通訊作者.
- Chia-Hsuan Lee, Yu-Hua Chang, Chih-Ching Chang, Ying-Po Hsu (2025, Jul). A Multi-View Motion Analysis Method for Fall Risk Assessment in the Elderly Using Center of Pressure and Machine Learning. 2025 14th International Conference on Environment, Energy and Biotechnology, Jeju Island, South Korea. NSTC 113-2221-E-031-006. 本人為第一作者、通訊作者.
- Tien-Lung Sun; Ying-Po Hsu; Chia-Hsuan Lee; Chin-Ying Hsu (2025, Jul). Assessment of Fall Risk in the Elderly: Analysis of Center of Mass Using Key Points in the 30-second Sit-to-Stand Test. 2025 Artificial Intelligence and Smart Technology Applications Symposium (AISTA 2025), Taoyuan, Taiwan. NSTC 113-2221-E-031-004. 6. Chih-Ching Chang; Chia-Hsuan, Lee; Ying-Po Hsu; Tien-Lung Sun (2024, Aug). Interpretable Machine Learning For Fall Risk Assessment: An Exploratory Study Using OpenPose and Key Point Motion Data. 7th International Conference on Knowledge Innovation and Invention 2024 (ICKII 2024), Nagoya, Aichi, Japan. NSTC 112-2221-E-031-006. 本人為通訊作者.
- Shen, R.R., Lee, C. H., Huang, C. H., Hsu, Y.P., Sun, T. L. (2024, Feb). Artificial Intelligence Image Recognition Analysis of Keypoint Data and MSE Feature Values in the 30 Seconds Sit-to-Stand Test. The 7th International Conference on Ambient Intelligence and Ergonomics in Asia, Nagoya, Japan. NSTC 112-2221- E-031-006. 112-2221-E-031 -006 -.
- Hsu, C.Y., Lee, C. H., Sun, T. L., Shen, R.R., Hsu, Y.P., (2023, Oct). Enhanced Evaluation of Lower Limb Endurance and Balance in Older Adults Using AI Image Recognition and Feature Extraction. 23rd Asia Pacific Industrial Engineering & Management System Conference AND The 26th Asia Pacific Division Meeting of The International Foundation for Production Research (APIEMS2023), Kuala Lumpur, Malaysia.
- Shen, R.R., Lee, C. H., Huang, C. H., Hsu, Y.P., Sun, T. L. (2023, Oct). Artificial Intelligence Image Recognition Technology and Data for Assessing the Fall Risk of Elderly People. 23rd Asia Pacific Industrial Engineering & Management System Conference AND The 26th Asia Pacific Division Meeting of The International Foundation for Production Research (APIEMS2023), Kuala Lumpur, Malaysia.