|
週次 |
日期 |
單元主題 |
|
第1週 |
9/16 |
課程介紹 |
|
第2週 |
9/23 |
Choose your study design－cross sectional study, case-control study, or cohort study? (楊孝友)
【Hand on exercise】: basic R data structure and language (楊孝友) |
|
第3週 |
9/30 |
How to conduct a prediction accuracy test (楊孝友) |
|
第4週 |
10/07 |
Decision tree and regression tree (楊孝友)
【Hand on exercise】: R packages of C50 and rpart |
|
第5週 |
10/14 |
Machine learning: Artificial Neural Networks (楊孝友)
【Hand on exercise】: R package of neuralnet |
|
第6週 |
10/21 |
Machine learning: Support Vector Machines (楊孝友)
【Hand on exercise】: R package of Kernlab |
|
第7週 |
10/28 |
Data mining (楊孝友)
【Hand on exercise】: R package of rattle |
|
第8週 |
11/04 |
Machine learning : Random Forests (楊孝友)
【Hand on exercise】: R package of randomForest |
|
第9週 |
11/11 |
How to write your first research proposal (楊孝友) |
|
第10週 |
11/18 |
Meta-analysis of diagnostic test accuracy (楊孝友)
【Hand on exercise】: Estimate required sample size with G-power (楊孝友) |
|
第11週 |
11/25 |
Meta-analysis―Fixed/random effect, forest plot, funnel plot
【Hand on exercise】: R packages of meta |
|
第12週 |
12/02 |
Meta-analysis―Dose-response meta-analysis in occupational environmental epidemiological study
【Hand on exercise】: R packages of dosresmeta, rms |
|
第13週 |
12/09 |
Meta-Regression (楊孝友)
【Hand on exercise】: R packages of metafor |
|
第14週 |
12/16 |
How to conduct in vivo studies (鄭尊仁) |
|
第15週 |
12/23 |
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 |
12/30 |
Discussion for meta-analysis or machine learning |
|
第17週 |
1/06 |
Final oral report (楊孝友) |