Lecture 17: Generalized linear models
| Week | Course Content | Course Video | Course Download |
|---|---|---|---|
| Introduction | Watch Online | MP4 Download | |
| Lecture 1 | Lecture 1-1: A review of basic statistical concepts | Watch Online | MP4 Download |
| Lecture 1-2: Measures of association with emphasis on the di erence of means | Watch Online | MP4 Download | |
| Lecture 2 | Lecture 2: Basics of linear regression analysis | Watch Online | MP4 Download |
| Lab 2 同學報告: 謝念廷 陳柏魁 許凱璋 席瑋辰 陶冠蘭 劉冠妤同學 | Watch Online | MP4 Download | |
| Lecture 4 | Lecture 4: Correlation | Watch Online | MP4 Download |
| Lab 4 同學報告: 李杰、林經濰、陳珮文、陳奕良、彭恩榮、李驊同學 | Watch Online | MP4 Download | |
| Lecture 5 | Lecture 5-1: Analysis of variance (ANOVA) table and prediction of y | Watch Online | MP4 Download |
| Lecture 5-2: Basics of multiple linear regression | Watch Online | MP4 Download | |
| Lab 5 同學報告: 石昕秀、李東恩、侯昱德、劉學汝、李俊昌、方思婷同學 | Watch Online | MP4 Download | |
| Lecture 6 | Lecture 6-1: Hypothesis testing in multiple regression | Watch Online | MP4 Download |
| Lecture 6-2: Polynomial terms and dummy variables | Watch Online | MP4 Download | |
| Lab 6 同學報告: 顏天保、劉又齊、藍玉朋、曾郁翔、唐心誠、林志豪 同學 | Watch Online | MP4 Download | |
| Lecture 7 | Lecture 7: Interaction and confounding | Watch Online | MP4 Download |
| Lecture 7 補充: Confounding and interaction in epidemiology | Watch Online | MP4 Download | |
| Lab 7 同學報告: 黃郁豪、梁思婕、張登凱、何杰翰、周佳瑜同學 | Watch Online | MP4 Download | |
| Lecture 8 | Lecture 8-1: Regression diagnosis | Watch Online | MP4 Download |
| Lecture 8-2: Variable selection and model building | Lecture 8-2: Variable selection and model building | Watch Online | MP4 Download |
| Lab 9 同學報告: 許凱璋同學 | Watch Online | MP4 Download | |
| Lab 9 同學報告: 李杰、林經濰、陳珮文、陳奕良、彭恩榮、李驊同學 | Watch Online | MP4 Download | |
| Lecture 11 | Lecture 11: Relative risk, odds ratio and signi cance testing for 2*2 tables | Watch Online | MP4 Download |
| Lecture 12 | Lecture 12: Introduction to logistic regression | Watch Online | MP4 Download |
| Lab 12 同學報告: 石昕秀、李東恩、侯昱德、劉學汝、李俊昌、方思婷同學 | Watch Online | MP4 Download | |
| Lecture 13 | Lecture 13-1: Logistic regression for contingency tables | Watch Online | MP4 Download |
| Lecture 13-2: Goodness-of- t for logistic regression | Watch Online | MP4 Download | |
| Lab 13 同學報告: 顏天保、劉又齊、藍玉朋、曾郁翔、唐心誠、林志豪同學 | Watch Online | MP4 Download | |
| Lecture 14 | Lecture 14: Logistic regression for case-control data and conditional logistic regression | Watch Online | MP4 Download |
| Lab 14 同學報告: 何杰翰、梁思婕、張登凱、周家瑜、黃郁豪同學 | Watch Online | MP4 Download | |
| Lecture 15 | Lecture 15: Analysis of polytomous data | Watch Online | MP4 Download |
| Lab 15 同學報告: 謝念廷 陳柏魁 許凱璋 席瑋辰 陶冠蘭 劉冠妤同學 | Watch Online | MP4 Download | |
| Lecture 16 | Lecture 16: Poisson regression and log-linear model | Watch Online | MP4 Download |
| Lab 16 同學報告: 李杰、林經濰、陳珮文、陳奕良、彭恩榮、李驊同學 | Watch Online | MP4 Download | |
| Lecture 17 | Lecture 17: Generalized linear models | Watch Online | MP4 Download |
| Lab 17 同學報告: 石昕秀、李東恩、侯昱德、劉學汝、李俊昌、方思婷同學 | Watch Online | MP4 Download |
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