MANE 6313
Week 7, Module F
Student Learning Outcome
- Select an appropriate experimental design with one or more factors,
- Select an appropriate model with one or more factors,
- Evaluate statistical analyses of experimental designs,
- Assess the model adequacy of any experimental design, and
- Interpret model results.
Module Learning Outcome
Analyze a Single Replicate of a 2k with Center Points using R
Adding Center Points
-
Good idea if possible. Allows test for non-linearity
-
Requires quantitative factors
-
Will allow for lack of fit test and test for pure quadratic curvature
-
Notation
\[
\begin{aligned}
n_c&:\mbox{ number of center points}\\
n_f&:\mbox{ number of observations at factorial points}\\
\bar{y}_f&:\mbox{ the average value at the factorial points}\\
\bar{y}_c&:\mbox{ the average value at the center point}
\end{aligned}
\]
Problem 6.35 (9th Edition)
Data Frame (coded values)
Second Data Frame for Center Points
Combined Data Frame
Analysis
- Use the lm function
Analysis, Second Model
- This time use the rsm() function