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Running FDA multiple times extracting FPCA summaries automatically


Hi everyone,

I’m running a Functional Data Analysis (FDA) in JMP, and I would like to automate the process across 34 iterations.
In each iteration, I want to:

  1. Exclude one specific defect (each time a different one) as the validation set.

  2. Fit the FDA model on the remaining data.

  3. Extract the FPCA Summaries (Functional Principal Component Analysis summaries) from each model automatically.

In other words, I want to perform a kind of leave-one-defect-out validation for my FDA, and collect the FPCA summaries for each of the 34 runs.

Is there a way to script this process in JMP (using JSL or another tool)?
If so, could you please share an example or point me to relevant documentation?

Thanks in advance!

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