生物統計學

Introduction Producing Data and Summarizing data (1): - Experimental vs. Observational study design - Hypothesis-driven vs. Data-driven - Summarizing data with numbers and graphs (1)

Summarizing data with numbers and graphs (2) Using statistical software packages (1): Summarizing data

Mid-Autumn Festival

Concepts of statistical inferences: from sample to population (1) - Probability distribution I: Normal distribution - Sampling distribution One-sample inference of mean: Confidence intervals

Concepts of statistical inferences: from sample to population (2) - One-sample inference of mean: Hypothesis testing, p value - Type I/II error, Power, and sample size

Case studies (1)

Comparing means - Paired-t test - Two-sample t test Using statistical software packages (2):comparing means

Probability distribution II: Binomial distribution One-sample inference of proportion and rate

Inference of proportions for two independent samples (large samples) - Normal theory method (Z test) - Contingency table analysis: two by two table Using statistical software packages (3):comparing proportions

Contingency table analysis: two dependent samples, RxC tables Case studies (2)

One-way Analysis of Variance (ANOVA)

Linear regression I: Correlation and linear regression

Linear regression II: Correlation and linear regression Using statistical software packages (4):Linear regression

Case studies (3)

Understanding statistics in literature - Non-parametric methods in comparing groups - Logistic regression models - Survival data analysis

Final Exam

Lab session (1) (On-line activity, TBA)

Lab session (2) (On-line activity, TBA)