Benchmark Response Time Comparison
Multi-benchmark: 100 samples, 10 repeats
Single-benchmark: 100 samples, 10 repeats
Detailed Statistics
A4 Random Forest
| Metric |
Multi-benchmark |
Single-benchmark |
Change |
| Mean (ms) |
60.7226 |
54.1178 |
-10.9% |
| Std (ms) |
3.0474 |
8.3909 |
175.3% |
| Min (ms) |
58.1383 |
41.5801 |
-28.5% |
| Max (ms) |
68.9643 |
139.2800 |
102.0% |
| Accuracy |
89.0% |
89.0% |
0.0pp |
A5 Ensemble
| Metric |
Multi-benchmark |
Single-benchmark |
Change |
| Mean (ms) |
87.9247 |
88.4395 |
0.6% |
| Std (ms) |
19.6745 |
15.3584 |
-21.9% |
| Min (ms) |
67.9033 |
60.6458 |
-10.7% |
| Max (ms) |
138.6737 |
213.1680 |
53.7% |
| Accuracy |
67.0% |
67.0% |
0.0pp |
A5b Adaboost
| Metric |
Multi-benchmark |
Single-benchmark |
Change |
| Mean (ms) |
34.6698 |
33.1184 |
-4.5% |
| Std (ms) |
6.9252 |
3.6793 |
-46.9% |
| Min (ms) |
30.5001 |
30.1910 |
-1.0% |
| Max (ms) |
48.3568 |
67.5596 |
39.7% |
| Accuracy |
52.0% |
52.0% |
0.0pp |
A5b Bagging Trees
| Metric |
Multi-benchmark |
Single-benchmark |
Change |
| Mean (ms) |
6.0758 |
3.0341 |
-50.1% |
| Std (ms) |
1.7927 |
1.2043 |
-32.8% |
| Min (ms) |
3.8333 |
2.4478 |
-36.1% |
| Max (ms) |
9.7910 |
17.5220 |
79.0% |
| Accuracy |
0.0% |
0.0% |
0.0pp |
A6 SVM
| Metric |
Multi-benchmark |
Single-benchmark |
Change |
| Mean (ms) |
9.1022 |
0.6455 |
-92.9% |
| Std (ms) |
0.3233 |
0.0336 |
-89.6% |
| Min (ms) |
8.6898 |
0.6043 |
-93.0% |
| Max (ms) |
9.6271 |
1.1998 |
-87.5% |
| Accuracy |
83.0% |
83.0% |
0.0pp |