Full-time Chao-Yu Guo

Chao-Yu Guo Associate Professor
image Position

Associate Professor

Office

Medical Building II (Bldg Y3), Room 209

Telephone

+886-2-28267945

Fax

+886-2-28221942

E-mail

cyguo@nycu.edu.tw

Education

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

Experience

05/2004-05/2007
Research Assistant Professor, Department of Mathematics and Statistics, Boston University, Boston, MA

01/2008-09/2010 
Assistant Professor, Department of Pediatrics, Harvard Medical School, Boston, MA

09/2010-07/2011 
Assistant Professor, Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan

08/2011-01/2015 
Assistant Professor, Institute of Public Health, National Yang Ming University, Taipei, Taiwan

02/2015-present   
Associate Professor, Institute of Public Health, National Yang Ming University, Taipei, Taiwan

Professional
specialty

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

Research
Interest

 

CV

CV:[ word ]

Office Hour

 

PubMed
Articles

image

Selected Publications
No Article Abstract(PMID)
1 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  
2 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  
3 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  
4 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  
5 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  
6 Guo CY*(corresponding author), Chou YC. A Novel Machine Learning Strategy for Model Selections - Stepwise Support Vector Machine (StepSVM). Plos One 2020; 15(8):e0238384. doi: 10.1371/journal.pone.0238384. eCollection 2020.PMID: 32853243  
7 Guo CY, Chan CH, Chou YC, Sung* SH(co-corresponding author), Cheng HM*(co-corresponding author). A Statistical Prediction Model for Acute Heart Failure Patients That is Consistent Within 5-year Follow-Ups. Journal of the Chinese Medical Association: JCMA 2020; 83(11):1008-1013. doi: 10.1097/JCMA.0000000000000403.PMID: 32773590  

 

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