In: Statistics and Probability
Which of the following are not sensitive to outliers?
1. coefficient of variation
2. Mode
3. The range
4. Arithmetic mean.
5. Median
6. standard deviation
7. Z score
8. Interquartile range
answer is 2. Mode 5. Median and 8 IQR
mode is not affected by outliers
median is middle value so it's not affected by outliers
IQR is also not much affected bye outliers
Mean is very sensitive to outliers as it's affected by extreme values
Every time we calculate as, we need mean
So sd is also sensitive to outliers
Cv is sd/mean so coefficient of variation is also sensitive to outliers
Range=max-min so it's affected by outliers
Z score= X-mean/sd and as mean and sd both are affected by outliers, z score is also affected by outliers