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Design of Experiments FAQ's

Frequently asked questions about Design of Experiments.



Software FAQ's

I get a message saying that the X'X matrix is singular. What's wrong?

I get a message saying that the log condition number is greater than 15. What's wrong?

How can I get my b-coefficients into Excel?

Why doesn't my software recognize my replicates?

What is Gosset?

I get a message saying that the X'X matrix is singular. What's wrong?

When you see this error, it means you don't have enough data for the model you have chosen. Perhaps you originally chose a simpler model and forgot. Maybe you were unable to collect data for every trial in your design. Perhaps some data was entered incorrectly.

 

To eliminate this error, you will have to use a simpler model or collect more data.

 

I get a message saying that the log condition number is greater than 15. What's wrong?

When you see this error, it means you don't have enough data for the model you have chosen. Perhaps you originally chose a simpler model and forgot. Maybe you were unable to collect data for every trial in your design. Perhaps some data was entered incorrectly.

 

To eliminate this error, you will have to use a simpler model or collect more data.

 

How can I get my b-coefficients into Excel?

In STATISTICA

1.  Create a table with the b-coefficients.  In STATISTICA 6.0 you can do this by selecting the ANOVA/Effects tab and clicking the Regression Coefficients button.

2.  Highlight the b coefficients.  Choose Edit \ Copy.

3.  Paste them into your Excel Spreadsheet.

In STRATEGY:  (Thank you Ed Vawter!)

1.  Run your regression.

2.  Find the b-coefficients table and highlight it all.

3.  Choose Edit \ Copy.

4.  Paste into your Excel Spreadsheet.

5. in Excel, choose Data \ Text to Columns... \  Select Fixed width

 

Why doesn't my software recognize my replicates?

DOE software looks at all of the decimal places of a trial level. If even one digit is different, or missing, the software will count it as a different trial. To avoid this problem, cut and paste your replicates rather than typing them in.

 

What is Gosset?

Gosset is the consummate program for generating Optimal experiment designs.

 

Gosset allows you to specify various factor types, including process, mixture, discrete, and restricted, in the same experiment.

 

It allows you to specify constraints on your experiment -- limitations that would prevent some trial from running. This allows you to create designs that don't ask you to run trials that are impossible.

 

It allows you to augment existing data. Tell Gosset the trials you already have and it will tell you what you need to run to turn this data into a good experiment design.

 

It allows you to specify designs in blocks to eliminate the effects of nuisance factors.

 

Gosset allows you to specify the Optimality of your design.

 

You can learn to use Gosset in your work in the workshop, Creating Custom Experiment Designs.

 



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