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Can i use Hybrid RBF training for approximation a nonlinear function such AM/AM or AM/PM conversion ?

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Can i use hybrid algorithm : k-means and RMS for approximation a nonlinear function such AM/AM or AM/PM conversion of a HPA (ex. one dimension input and one dimension output). Thanks in advance!

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