Would it be the right approach to apply MinMaxScaler() to a data column that contains many zeros, for example [0.0 3.1 0.0 0.0 8.2 0.0 2.5 15.85 0.0 0.0 0.0] if after scaling all these values where there are zeros are filled. Will this affect the selection of features?
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see here and here – patagonicus Jul 11 '22 at 02:31