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      STAT:5201 Readings

We will use the following sources for readings:

DEAN - Dean, A., Voss, D., and D. Draguljic (2017). Design and Analysis of Experiments 2nd edition, Springer International Publishing.
DDD - Lenth, R.V. Design, Data, and Deduction: An Introduction to Experimental Design. (Chapters are available on ICON).
OLRT - Oehlert, G.W. A First Course in Design and Analysis of Experiments. (Freely available on-line).

Week 1 DEAN
        Ch1 (1.1 - 1.2) Design principles, some terminology
        Ch2 (2.1 - 2.3) Plannings experiments
DDD
        Ch1 Principles of experimental design
OLRT
        Ch1 Introduction
        Ch2 (2.1 - 2.2) Randomization
Week 2 DEAN
        Ch2 (2.4 - 2.5) Some standard experimental designs
DDD
        Ch2 (2.1 - 2.2) Types of factors, factorial experiments, interaction plots
        Ch2 (2.3) Blocked factorials
OLRT
        Ch3 (3.1-3.2) Completely randomized designs
        Ch3 (3.2) Preliminary exploratory analysis
        Ch8 (8.1 & 8.4) Factorial experiments, interaction plots
        Ch13 (13.1-13.2.1) Blocking & randomized complete block design
Week 3 DEAN
        Ch3 (3.1 - 3.5) One-way ANOVA
        Ch3 (3.8 - 3.9) SAS: one-way ANOVA, randomization
DDD
        Ch3 (3.1) Randomizing an experiment
        Ch4 (4.2) Graphical analysis
        Ch5 (5.1) Aligning for other effects
OLRT
        Ch2 (2.3) Performing a randomization
        Ch3 (3.3 - 3.8) One-way ANOVA, parameter estimates
Week 4 DEAN
        Ch5 Checking model assumptions
        Ch8 (8.1-8.4) Polynomial regression (dose-response)
OLRT
        Ch2 (2.4) Randomization for inference
        Ch3 (3.10) Modeling trends (dose-response)
        Ch6 Checking assumptions
Week 5 DEAN
        Ch6 (6.1 & 6.2) Models and factorial effects; two-treatment factors
OLRT
        Ch8 (8.1-8.6) Balanced factorials

End of topics for Exam 1

Weeks 5-6 DEAN
        Ch4 (4.1 - 4.2.3, 4.3 - 4.3.3) Contrasts in one-way ANOVA
        Ch4 (4.4) Multiple comparison adjustments
        Ch6 (6.3.1 & 6.3.2) Contrasts in two-way ANOVA
        Ch6 (6.7.2) Orthogonal contrasts
OLRT
        Ch4 Contrasts
        Ch5 Multiple testing and multiple comparisons
Weeks 8/9 DEAN
        Ch3 (3.6) Sample size and power, 1-way ANOVA
        Ch4 (4.5) Sample size and power, contrasts
        Ch6 (6.5.3) Two-way anova: multiple comparisons for main-effects
        Ch7 (7.1,7.2,7.4) Several crossed treatment factors
OLRT
        Ch7 Power and sample size
        Ch8 Factorials, with and without reps
        Ch9 (9.2.4) Tukey 1 d.f. test

End of topics for Exam 2

DEAN
        Ch6 (pp.178-180) Type I & Type III SS
        Ch8 (pp.273-276) Type I SS for dose-response curve
OLRT
        Ch10 (10.1) Unbalanced designs
Week 10/11 DEAN
        Ch17 (17.1-17.3, not 17.3.5) Random-effects one-way model
        Ch17 (17.6.1, 17.6.6) Two or more random-effects
OLRT
        Ch11 Random effects
Week 12 DEAN
        Ch18 (18.1-18.2) Nested models
        Ch17 (17.7.1) Mixed models
        Ch17 (17.9) Block designs and random block effects
OLRT
        Ch12 (12.1-12.5) Nested, Crossed, Fixed, and Random effects, and Mixed models. Unrestricted model only.
        Ch13 (13.1-13.2) Blocking: RCBD
DDD
        Ch2 (2.4) Some more complex plans
Week 13/14 DEAN
        Ch19 (19.1-19.2) Split-plot designs
OLRT
        Ch11 (11.4) Approximate F-tests
        Ch16 (16.1-16.3) Split-plot Designs. All relevant except Hasse diagrams.
DDD EXTRA - Lenth handout   [PDF]
        `Simplified diagrams, models, and expected mean squares' (To replace 12.6 & 12.7 in OLRT.)
Week 15 DEAN
        Ch12 (12.2.2, 12.4.1,12.4.2) Latin squares
OLRT
        Ch16 (16.6) Repeated measures
        Ch13 (13.3) Latin squares
        Ch17 (17.1) Analysis of covariance