Consider the situation described in Exercise 15.22. Rework this problem assuming that the model you want to
Question:
Consider the situation described in Exercise 15.22. Rework this problem assuming that the model you want to fit is second-order and you can afford to perform 12 runs.
Data From Exercise 15.22
Suppose that you want to fit a first-order regression model with an interaction term to two continuous factors. You plan to conduct the experiment over the usual \(-1,+1\) region in both factors, but a physical constraint on the system limits the design region to \(x_{1}+x_{2} \geq 1.5\). You can afford to perform 10 runs.
a. Find a D-optimal design for this experiment.
b. Find an I-optimal design for this experiment.
c. Compare the two designs in terms of both the variance of the model regression coefficients and the variance of the predicted response.
Step by Step Answer:
Introduction To Linear Regression Analysis
ISBN: 9781119578727
6th Edition
Authors: Douglas C. Montgomery, Elizabeth A. Peck, G. Geoffrey Vining