Examples of Trade-Off
Explain and provide examples of the trade-off between parametric assumptions and efficiency of statistical inference
Parametric Assumptions and Statistical Inference
Explain and provide examples of the trade-off between parametric assumptions and efficiency of statistical inference
Rank-Based Methods
Compute the following rank-based methods: Wilcoxon Rank-Sum test, Mann-Whitney test, Signed-Rank test, Kruskal-Wallis test, and Spearman Rank Correlation
Compute Rank-Based Methods
Compute the following rank-based methods: Wilcoxon Rank-Sum test, Mann-Whitney test, Signed-Rank test, Kruskal-Wallis test, Spearman Rank Correlation
Permutation Tests
Formulate and compute permutation tests for 2-sample, K-sample, and contingency tables
Contingency Tables
Compute the following tests for contingency tables: Fisher's exact test, Mantel-Haenszel test, McNemar's test
Bootstrap Confidence Intervals
Formulate and compute bootstrap (resampling) confidence intervals
Generalized Additive Models
Compute generalized additive models (GAM) with splines or smoothers for possible nonlinear effects in R
