Faculty

Current Position

Professor, Institute of Public Health, National Yang Ming Chiao Tung University

Office

Room 209, 2nd Medical Building

Academic Degrees

B.S., National Chen Chi University (Applied Mathematics), Taiwan
M.S., National Taiwan University School of Public Health (Biostatistics), Taiwan
Ph.D., Boston University School of Public Health (Biostatistics), Boston, MA, USA

Experience

Research Assistant Professor, Department of Mathematics and Statistics, Boston University, Boston, MA
Assistant Professor, Department of Pediatrics, Harvard Medical School, Boston, MA
Assistant Professor, Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
Assistant Professor, Institute of Public Health, National Yang Ming University, Taipei, Taiwan

Specialty

Distributed Lag Models, Biostatistics, Machine learning

Selected Publications

1. Guo CY*, Huang HY, Kuo PC, Chen YH. Extensions of the Distributed Lag Non-Linear Model (DLNM) to Account for Cumulative Mortality. Environ Sci Pollut Res Int.  Aug;28(29):38679-38688. doi: 10.1007/s11356-021-13124-0. Epub 2021 Mar 18.PMID: 33735414
2. Guo CY*, Wang RH, Yang HC. Family-Based Gene-Environment Interaction Using Sequence Kernel Association Test (FGE-SKAT). Scientific Reports  2021 Apr 1;11(1):7431. doi: 10.1038/s41598-021-86871-2.PMID: 33795796.
3. Guo CY*, Yang YC, Chen YH. The Optimal Machine Learning-Based Missing Data Imputation for the Cox Proportional Hazard Model. Frontiers in Public Health. 2021 Jul 5;9:680054. doi: 10.3389/fpubh.2021.680054. eCollection 2021.PMID: 34291028.
4. Guo CY, Chan CH, Chou YC, Sung* SH, Cheng HM*. A statistical predictive model consistent within a 5-year follow-up period for patients with acute heart failure. Journal of the Chinese Medical Association: JCMA 2020 Nov;83(11):1008-1013. doi: 10.1097/JCMA.0000000000000403. PMID: 32773590 .
5. Guo CY*, Chou YC. A Novel Machine Learning Strategy for Model Selections - Stepwise Support Vector Machine (StepSVM). Plos One 2020 Aug 27;15(8):e0238384. doi: 10.1371/journal.pone.0238384. eCollection 2020. PMID: 32853243.
6. Guo CY*, Chang KH. A Novel Algorithm to Estimate the Significance Level of a Feature Interaction Using the Extreme Gradient Boosting Machine. Int J Environ Res Public Health. 2022 Feb 18;19(4):2338. doi: 10.3390/ijerph19042338. PMID: 35206527.
7. Guo CY*, Wu MY, Cheng HM*The Comprehensive Machine Learning Analytics for Heart Failure. Int J Environ Res Public Health. 2021 May 6;18(9):4943. doi: 10.3390/ijerph18094943.PMID: 34066464.
8. Guo CY*, Liu TW, Chen YH. A Novel Cross-Validation Strategy for Artificial Neural Networks Using Distributed-Lag Environmental Factors. PLoS One 2021 Jan 7;16(1):e0244094. doi: 10.1371/journal.pone.0244094. eCollection 2021. PMID: 33411794 .