Research Article
A Fast Screen and Shape Recognition Algorithm for Multiple Change-Point Detection
Table 2
Distribution of
for the various competing methods and sample sizes (100 simulated sample paths) with BIC values and run times (
error case).
| | | | | | | | | | | | |
| Sample Size | | Method | | -2 | -1 | 0 | 1 | 2 | | BIC | Time |
| n=500 | N=5 | FSSR | 23 | 21 | 27 | 20 | 8 | 0 | 1 | 0.3016 | 0.0266 | | | SaRa | 9 | 11 | 37 | 21 | 18 | 2 | 2 | 0.4719 | 0.0233 | | | mSaRa | 39 | 23 | 26 | 11 | 1 | 0 | 0 | 0.4054 | 0.2920 |
| n=3000 | N=10 | FSSR | 18 | 32 | 19 | 24 | 5 | 0 | 2 | 1.6737 | 0.1009 | | | SaRa | 37 | 9 | 5 | 12 | 3 | 12 | 22 | 2.7135 | 0.1253 | | | mSaRa | 47 | 11 | 8 | 8 | 8 | 3 | 15 | 2.0120 | 0.6151 | | N=15 | FSSR | 55 | 28 | 12 | 2 | 2 | 1 | 0 | 1.6977 | 0.1240 | | | SaRa | 68 | 3 | 9 | 5 | 2 | 1 | 12 | 3.1348 | 0.1283 | | | mSaRa | 80 | 6 | 6 | 3 | 4 | 1 | 0 | 2.1958 | 0.6368 |
| n=5000 | N=10 | FSSR | 18 | 19 | 30 | 20 | 11 | 2 | 0 | 2.7748 | 0.1771 | | | SaRa | 35 | 8 | 6 | 5 | 5 | 4 | 37 | 4.3186 | 0.2001 | | | mSaRa | 38 | 4 | 8 | 10 | 6 | 4 | 30 | 3.3002 | 0.8318 | | N=20 | FSSR | 66 | 23 | 9 | 7 | 1 | 0 | 0 | 2.7637 | 0.1921 | | | SaRa | 77 | 4 | 4 | 1 | 6 | 2 | 6 | 5.0548 | 0.1948 | | | mSaRa | 91 | 2 | 4 | 0 | 2 | 0 | 1 | 3.5509 | 0.8705 | | N=30 | FSSR | 99 | 1 | 0 | 0 | 0 | 0 | 0 | 2.8936 | 0.2050 | | | SaRa | 90 | 0 | 4 | 1 | 0 | 2 | 3 | 6.3680 | 0.1879 | | | mSaRa | 99 | 1 | 0 | 0 | 0 | 0 | 0 | 4.2754 | 0.8828 |
| n=8000 | N=10 | FSSR | 10 | 15 | 37 | 27 | 9 | 2 | 0 | 4.4204 | 0.2831 | | | SaRa | 17 | 5 | 3 | 5 | 6 | 5 | 59 | 6.8527 | 0.3153 | | | mSaRa | 15 | 7 | 6 | 4 | 4 | 9 | 55 | 4.9348 | 1.3940 | | N=20 | FSSR | 30 | 30 | 28 | 10 | 2 | 0 | 0 | 4.3621 | 0.3262 | | | SaRa | 61 | 5 | 5 | 4 | 4 | 5 | 16 | 8.6200 | 0.3047 | | | mSaRa | 76 | 4 | 4 | 5 | 2 | 1 | 8 | 5.6735 | 1.2837 | | N=30 | FSSR | 93 | 5 | 2 | 0 | 0 | 0 | 0 | 4.4635 | 0.3484 | | | SaRa | 90 | 2 | 4 | 1 | 1 | 0 | 2 | 10.5598 | 0.3003 | | | mSaRa | 95 | 2 | 0 | 0 | 2 | 0 | 1 | 6.6622 | 1.1897 | | N=50 | FSSR | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 4.7080 | 0.3608 | | | SaRa | 98 | 1 | 0 | 1 | 0 | 0 | 0 | 12.0999 | 0.3109 | | | mSaRa | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 7.3868 | 1.2347 |
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