Property | Comparison with trivial approach | Comparison with the best known household classifier | ||
---|---|---|---|---|
SVM | DID-Class with SVM | CLASS | DID-class with CLASS | |
Single | 79.9 | 80.8 | 83.3 | 83.5 |
N_devices | 50.6 | 50.8 | 52.9 | 53.5 |
Cooking | 72.9 | 72.9 | 72.7 | 73 |
Family | 75.1 | 75.9 | 77.1 | 77.6 |
Children | 73.9 | 74.5 | 74.5 | 74.8 |
Age_house | 56.9 | 58.1 | 61.5 | 61.6 |
Social_class | 50.7 | 51 | 50.9 | 51.3 |
Floor area | 62.9 | 64.1 | 63.5 | 65.2 |
N_residents | 71.7 | 72.9 | 72.8 | 73.8 |
N_bedrooms | 48.3 | 49.3 | 49.2 | 49.5 |
Employment | 66.7 | 67.8 | 68.3 | 69.2 |
Retirement | 70.1 | 71.7 | 71.9 | 72.7 |