| In household trained - isolated | |
| - typical household devices | |
| - only one device per class | |
| - isolated measurment (without any other appliance) | |
| - x-fold crossvalidation | |
| - WHITED, PLAID | |
| In household trained - isolated, sparse | |
| - typical household devices | |
| - only one device per class | |
| - only 2 training measurements per class | |
| - rest as testing | |
| - WHITED, PLAID | |
| In household trained - realworld | |
| - typical household devices | |
| - only one device per class | |
| - real measurment from UK-Dale | |
| - x-fold crossvalidation | |
| - UKDALE, REDD | |
| generally trained - isolated | |
| - typical devices | |
| - multiple devices per class | |
| - isolated measurements from WHITED | |
| - leave one appliance out evaluation | |
| - WHITED, PLAID | |