Standard syllabus
Experimental design · Undergraduate · Statistics
Topics
Design principles
- Randomization, replication, and blocking
- Completely randomized designs
- Randomized complete block designs
- Latin squares and crossover designs (introduction)
- Factorial experiments: main effects and interactions
Analysis of variance
- One-way ANOVA: decomposition and F-tests
- Two-way ANOVA with and without interaction
- Multiple comparisons: Tukey, Bonferroni
- Fixed vs random effects (introduction)
- Split-plot and nested designs (overview)
Advanced design topics
- Response surface methodology (introduction)
- Fractional factorial designs
- Confounding and aliasing in 2^k designs
- Optimal design criteria (D- and A-optimality intro)
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