郭炤裕-en – NYCUIPH-testWeb

Associate Professor CHAO-YU GUO

Mail : cyguo@nycu.edu.tw

Tel : 02-28267000#67945

Education

2004 Ph.D. Boston University School of Public Health (Biostatistics), Boston, MA, USA
2000 M.S. National Taiwan University School of Public Health (Biostatistics), Taiwan
1998 B.S. National Chen Chi University (Applied Mathematics), Taiwan

Experience

Associate Professor, Institute of Public Health, National Yang Ming University, Taipei, Taiwan, 2015-present
Assistant Professor, Institute of Public Health, National Yang Ming University, Taipei, Taiwan, 2011-2015
Assistant Professor, Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan, 2010-2011
Assistant Professor, Department of Pediatrics, Harvard Medical School, Boston, MA, 2008-2010
Research Assistant Professor, Department of Mathematics and Statistics, Boston University, Boston, MA, 2004-2007

Professional Specialty

Machine Learning, Artificial Neural Networks, Big Data Analytics, Biostatistics, Biomedical Statistica Model, Statistical Genetics

Selected Publication

Guo CY*(corresponding author) , Wang RH, Yang HC. Family-Based Gene-Environment Interaction Using Sequence Kernel Association Test (FGE-SKAT) For Complex Quantitative Traits. Scientific Reports 2021; 11(1):7431. doi: 10.1038/s41598-021-86871-2.PMID: 33795796
Guo CY *(co-corresponding author), Wu MY, Cheng HM*(co-corresponding author). The Comprehensive Machine Learning Analytics for Heart Failure. International Journal of Environmental Research and Public Health 2021; 18(9):4943. doi: 10.3390/ijerph18094943.PMID: 34066464
Guo CY*(corresponding author), Yang YC, Chen YH. The Optimal Machine Learning-Based Missing Data Imputation for the Cox Proportional Hazard Model. Frontiers in Public Health 2021; 9:680054. doi: 10.3389/fpubh.2021.680054. eCollection 2021.PMID: 34291028
Guo CY*(corresponding author),Huang HY, Kuo PC, Chen YH. Extensions of the Distributed Lag Non-Linear Model (DLNM) to Account for Cumulative Mortality. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH 2021; 28(29):38679-38688. doi: 10.1007/s11356-021-13124-0. Epub 2021 Mar 18.PMID: 33735414
Guo CY*(corresponding author), Liu TW, Chen YH. A Novel Cross-Validation Strategy for Artificial Neural Networks Using Distributed-Lag Environmental Factors. PLoS One 2021; 16(1):e0244094. doi: 10.1371/journal.pone.0244094. eCollection 2021.PMID: 33411794

Selected Advisee Thesis

Optimal Tests For Family-Based Gene-Environment Interaction Using Sequence Kernel Association Test
Statistical prediction models for acute heart failure
Multivariate Approaches for the Distributed Lag Non-Linear Model
新模型選取策略 – 逐步支援向量機
Gradient Boosting the Youden Index – A new strategy to find the optimal biomarker combination