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Many thanks in your case excellent submit, I've an issue in feature reduction working with Principal Element Investigation (PCA), ISOMAP or almost every other Dimensionality Reduction technique how will we be certain about the number of functions/Proportions is finest for our classification algorithm in case of numerical information.
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No, you should decide on the number of options. I would recommend employing a sensitivity analysis and take a look at a selection of different functions and see which ends up in the very best executing model.
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