週次 |
日期 |
單元主題 |
第1週 |
9/11 |
Introduction |
第2週 |
9/18 |
R language
【Hand on exercise】: basic R data structure and language (楊孝友) |
第3週 |
9/25 |
Choose your study design-cross sectional study, case-control study, or cohort study? (楊孝友) |
第4週 |
10/02 |
Machine learning in precision public health (楊孝友)
【Hand on exercise】: Forecasting Numeric Data |
第5週 |
10/09 |
Machine learning: Artificial Neural Networks (楊孝友)
【Hand on exercise】: R package of neuralnet |
第6週 |
10/16 |
Machine learning: Support Vector Machines (楊孝友)
【Hand on exercise】: R package of Kernlab |
第7週 |
10/23 |
How to conduct a diagnostic accuracy study (楊孝友)
【Hand on exercise】: R package of caret |
第8週 |
10/30 |
Data mining (楊孝友)
【Hand on exercise】: R package of Rattle |
第9週 |
11/06 |
期中考週 |
第10週 |
11/13 |
How to summarize your research review (楊孝友) |
第11週 |
11/20 |
Meta-analysis―Fixed/random effect, forest plot, funnel plot
【Hand on exercise】: R packages of rmeta, meta |
第12週 |
11/27 |
Meta-analysis―Meta-Analysis with Binary outcome
【Hand on exercise】: R packages of meta |
第13週 |
12/04 |
Dose-Response Meta-Analysis(楊孝友)
【Hand on exercise】: restric cubic spline model (楊孝友) |
第14週 |
12/11 |
How to conduct in vivo studies (鄭尊仁) |
第15週 |
12/18 |
Laboratory visit for in vivo study (鄭尊仁)
(地點:公共衛生學院動物實驗中心) |
第16週 |
12/25 |
How to integrate air pollution data in your study (邱嘉斌) |
第17週 |
1/01 |
開國紀念日 |