Full-time Chao-Yu Guo - National Yang Ming Chiao Tung University, Institute of Public Health

Full-time Chao-Yu Guo

Chao-Yu Guo Associate Professor

	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

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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