Measures of variability (spread)
Classical measure
- Sample variance and standard deviation
- May be unstable when outliers are present
Resistant measures
- Interquartile range (IQR)
IQR = X0.75 - X0.25
- Median absolute deviation (MAD)
MAD(Xi) - median ?di?, where di is the deviation of each value from the median