Mar 20, 2007:
Figure 1
Figure 2
Figure 3
Figure 4
Mar 27, 2007:
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8
Figure 8_1
Element wise norm.
| ensemble size | fitted | 5% | 25% | 50% | 75% | 95% | average
|
|---|
| 2 | 0.18 | 0.45 | 0.83 | 1.36 | 2.44 | 5.58 | 324.03
|
| 5 | 0.18 | 0.25 | 0.33 | 0.42 | 0.57 | 1.10 | 0.53
|
| 10 | 0.18 | 0.15 | 0.18 | 0.21 | 0.27 | 0.40 | 0.46
|
| 50 | 0.18 | 0.04 | 0.05 | 0.05 | 0.06 | 0.09 | 4.83
|
| 100 | 0.18 | 0.03 | 0.03 | 0.03 | 0.04 | 0.05 | 1.34
|
| 500 | 0.18 | 0.02 | 0.02 | 0.02 | 0.02 | 4.73 | 0.29
|
| 1000 | 0.18 | 0.01 | 0.01 | 0.02 | 0.02 | 1.07 | 0.12
|
Note: a few ensembles are far away from the rest, resulting in very unstable sample covariance matrices
Apr 4, 2007: with the new data
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Element wise norm & diagonal only
| ensemble size | 25% | 50% | 75% | average | 25% | 50% | 75% | average
|
|---|
| 5 | 537493.5 | 604862.2 | 646574.6 | 603483.2 | 14162.3 | 16414.0 | 18470.3 | 17017.3
|
| 10 | 172123.7 | 183881.3 | 197676.5 | 185586.0 | 4031.5 | 4620.1 | 5197.7 | 4699.9
|
| 20 | 72498.9 | 75587.5 | 79952.7 | 76262.9 | 1340.8 | 1493.2 | 1637.5 | 1500.3
|
| 30 | 45269.9 | 46273.9 | 47520.6 | 46580.6 | 960.8 | 1050.6 | 1120.2 | 1055.3
|
| 50 | 24238.1 | 24589.8 | 25051.0 | 24689.0 | 494.5 | 513.0 | 536.4 | 518.6
|
| 100 | 10949.3 | 11066.4 | 11205.9 | 11087.1 | 195.4 | 202.8 | 209.0 | 201.6
|
| 500 | 2179.6 | 2187.0 | 2192.9 | 2187.1 | 41.4 | 41.9 | 42.5 | 41.9
|
| 1000 | 1011.8 | 1014.3 | 1016.2 | 1014.1 | 25.3 | 25.5 | 25.6 | 25.5
|
Note: with 2 ensemble members and sin(x)/x model with nugget (3 covariance parameters and 1 mean parameter), fitted covaraince gives 4912.59 and 7.12 respectively.
Sep 5, 2007:
Figure 1
Figure 2
Apr 23, 2008:
Figure
1
Figure 2