Table 3 Space occupancy in Kbits of selected classifiers on the considered datasets
From: The role of classifiers and data complexity in learned Bloom filters: insights and recommendations
SVM | DT | RF-10 | RF-20 | NN-25 | NN-150,50 | NN-200,75 |
|---|---|---|---|---|---|---|
Synthetic Data | ||||||
5 | 30.9 | 259.3 | 508.6 | 5.1 | 260.2 | 506.6 |
SVM | DT | RF-10 | RF-20 | NN-7 | NN-150,35 | NN-175,70 |
|---|---|---|---|---|---|---|
URL Data | ||||||
5.9 | 31 | 259.3 | 508.7 | 6.2 | 259.2 | 499.9 |
SVM | DT | RF-10 | RF-100 | NN-7 | NN-125,50 | NN-500,150 |
|---|---|---|---|---|---|---|
DNA Data | ||||||
5.8 | 30.9 | 259.5 | 2504 | 5.6 | 265.8 | 2652.3 |