What is the main characteristic of Robust Scaling?

  • It is not affected by outliers
  • It scales features to a specific range
  • It scales the data to unit variance
  • It's the most complex scaling technique
Robust scaling uses techniques that are robust to outliers. This method removes the median and scales the data according to the quantile range (Interquartile Range: IQR). The IQR is the range between the 1st quartile (25th percentile) and the 3rd quartile (75th percentile).
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