師資陣容

教師個人CV

學歷

澳洲昆士蘭大學Computer Science (Data Mining)博士
澳洲昆士蘭大學Computer Science、Information Technology碩士
國立臺灣大學哲學系學士

現職

國立陽明交通大學醫學院醫務管理研究所 助理教授

經歷

Researcher, Clarivate, Australia
Research Developer, TrademarkVision, Australia
Internship, Hunan Research Centre for Hypertension, The 3 rd Xianya Hospital, Central South University, China

研究興趣

醫學影像診斷輔助、疾病風險預測、醫療決策系統

Pub Med之著作

研究計畫

運用人工智能深度學習技術以心臟影像預測亞臨床心房顫動的發生(110-2222-E-A49A-501-MY3)

從腦部電腦斷層影像辨識嬰幼兒虐待性頭部創傷: 一個深度學習的方法 (VGHUST112-G1-9-3)

代表著作

1. Ling Chen, Sung-Hao Huang, Tzu-Hsiang Wang, Vincent S. Tseng, Hsuan-Ming Tsao, Gau-Jun Tang (2024, Jul). Automatic 3D left atrial strain extraction framework on cardiac computed tomography. Computer Methods and Programs in Biomedicine, 252, 108236. (SCI, 25/110, COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS). nstc 110-2222-E-A49A-501-MY3. 本人為第一作者.
2. Kao-Jung Chang, Tai-Chi Lin, Chih-Chien Hsu, Cherng-Ru Hsu, Wei-Hao Chang, Cheng-Yi Li, Ling Chen, De-Kuang Hwang, Shih-Jen Chen, Shih-Hwa Chiou (2024, Apr). Rearrange Anatomy Inputs Like LEGO Bricks: Applying InSSS-P and a Mobile-Dense Hybrid Network to Distill Vascular Significance from Retina OCT-angiography. IEEE Computational Intelligence Magazine. (Accepted). (SCI, 17/145, COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE).
3. Ling Chen, Vincent S. Tseng, Ta-Hsin Tsung, & Da-Wen Lu (2024, Feb). A Multi-label Transformer-based Deep Learning Approach to Predict Focal Visual Field Progression. Graefe's Archive for Clinical and Experimental Ophthalmology, https://doi.org/10.1007/s00417-024-06393-1. (SCI, 28/62, OPHTHALMOLOGY). 本人為第一作者.
4. Ling Chen, Sung-Hao Huang, Tzu-Hsiang Wang, Tzuo-Yun Lan, Vincent S. Tseng, Hsuan-Ming Tsao, Hsueh-Han Wang, and Gau-Jun Tang (2023, Jan). Deep Learning-based Automatic Left Atrial Appendage Filling Defects Assessment on Cardiac Computed Tomography for Clinical and Subclinical Atrial Fibrillation Patients. Heliyon, 9(1), e12945. (SCIE, 23/73, MULTIDISCIPLINARY SCIENCES). nstc 110-2222-E-A49A-501-MY3. 本人為第一作者.
5. Fang-Ming Hung, Chih-Ho Hsu, Jun-En Ding, Ling Chen* (2022, Aug). Hospital transfer risk scoring system for a Taiwan COVID-19 medicalized hotel based on graph convolutional networks. Journal of the Formosan Medical Association, 121(12), 2653-2655. (SCIE, 72/69, MEDICINE, GENERAL & INTERNAL). 本人為通訊作者. Correspondence.
6. Jing-Xian Shu, Ying Li, Ting He, Ling Chen, Xue Li, Lin-Lin Zou, Yin Lu, Xiao-Hui Li, An-Li Wang, Xing Liu, Hong Yuan (2018, Jan). Applying a “Big Data” Literature System to Recommend Antihypertensive Drugs for Hypertension Patients with Diabetes Mellitus. Medical Science Monitor, 24, 114-148. (SCIE, 87/136, MEDICINE, RESEARCH & EXPERIMENTAL).
7. Ling Chen, Xue Li, Quan Z. Sheng, Wen Chih Peng, John Bennett, Hsiao Yun Hu, Nicole Huang (2016, Sep). Mining Health Examination Records - A Graph-Based Approach. IEEE Transactions on Knowledge and Data Engineering, 28(9), 2423-2437. (SCIE, 18/145, COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE). 本人為第一作者.
8. Ling Chen, Xue Li, Yi Yang, Hanna Kurniawati, Quan Z. Sheng, Hsiao-Yun Hu, Nicole Huang (2016, Jan). Personal health indexing based on medical examinations: A data mining approach. Decision Support Systems, 81(2016), 54-65. (SCIE, 34/192, COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE ). 本人為第一作者.

近期指導學生論文

碩士班

基於人工智慧之心臟影像分析網路平台系統

運用深度學習對亞臨床性心房顫動患者之超音波圖進行左心房自動化分割

基於深度學習針對心導管影像冠狀動脈自動化分割之研究

運用深度學習對居家醫療患者進行醫療服務使用的預測-以北市某間醫院為例

碩士在職專班

利用文字探勘與機器學習建立假新聞自動偵測模型與平台：以某內容農場醫療類新聞為例

利用螢光腹腔鏡膽囊切除術影像訓練深度學習運算法以辨識肝外膽道解剖構造

運用深度學習技術以人臉皺紋特徵建立年齡估計系統