Robust Statistics 411
we compute the mean, the trimmed mean, and the median, we obtain the
following results:
Mean = 3.8396e–005
Trimmed mean (20%)^4 = –4.5636e–004
Median = 0
In order to show the robustness properties of these estimators, let’s multiply
the 10% highest/lowest returns by 2. If we compute again the same quanti-
ties we obtain:
Mean = 4.4756e–004
Trimmed mean (20%) = –4.4936e–004
Median = 0
(^4) Trimmed mean (20%) means that we exclude the 20%/2 = 10% highest and lowest
observations.
0
–0.2
–0.15
–0.1
–0.05
0
0.05
0.1
0.15
1000 2000
Days
Return
3000 4000 5000 6000
FiGuRe F.1 Daily Returns Nippon Oil, 1986–2005