Design of experiments

Submitted by aua on
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Experiment
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Design of experiments
Scientific
method
Scientific experiment • Statistical design • Control • Internal and external validity • Experimental unit • Blinding • Optimal design: Bayesian • Random assignment • Randomization • Restricted randomization • Replication versus subsampling • Sample size
Treatment
and blocking
Treatment • Effect size • Contrast • Interaction • Confounding • Orthogonality • Blocking • Covariate • Nuisance variable
Models
and inference
Linear regression • Ordinary least squares • Bayesian • Random effect • Mixed model • Hierarchical model: Bayesian • Analysis of variance (Anova) • Cochran's theorem • Manova (multivariate) • Ancova (covariance) • Compare means • Multiple comparison
Designs

Completely
randomized
Factorial • Fractional factorial • Plackett-Burman • Taguchi
Response surface methodology • Polynomial and rational modeling • Box-Behnken • Central composite
Block • Generalized randomized block design (GRBD) • Latin square • Graeco-Latin square • Orthogonal array • Latin hypercube
Repeated measures design • Crossover study
Randomized controlled trial • Sequential analysis • Sequential probability ratio test
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