I agree with Julian. Generalized Regression Techniques (link below) addresses the challenges related to data sets that include more variables than observations.
Two of these techniques, the Lasso and the Elastic Net, perform variable selection as part of the modeling procedure is available in JMP Pro.
Wishing you a happy Generalized Regression using JMP Pro
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