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meta-features store vector of numbers instead of aggregates #16

Description

@janvanrijn

Currently we store (for numeric columns):

  • Mean X of numeric atts
  • Stdev of X of numeric atts
  • Quartile {1, 2, 3} of X of numeric atts
  • Min of X of numeric atts
  • Max of X of numeric atts

Where X = {mean, stdev, kurtosis, skewness}. Something similar for information theoretic measures of nominal atts.

This selection is arbitrary and not well supported in the literature.

Much better would be to store a vector of each value per attribute, giving the possibility to researchers to calculate these values client-side.

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