Table 1 Area Under Curve for predicting 1 week based on the preceding 8 weeks. The results are averaged over 2 years (90 samples) with corresponding standard deviation
From: Prediction of domestic appliances usage based on electrical consumption
Histogram | Pattern Search | Bayesian Inference | ||||
|---|---|---|---|---|---|---|
GH9 | ||||||
Dish-Washer | 0.64 | ±0.15 | 0.72 | ±0.10 | 0.72 | ±0.10 |
Tumble Dryer | 0.74 | ±0.21 | 0.78 | ±0.14 | 0.71 | ±0.08 |
Washing Machine | 0.84 | ±0.10 | 0.75 | ±0.09 | 0.73 | ±0.08 |
AMPds2 | ||||||
Dish-Washer | 0.68 | ±0.12 | 0.66 | ±0.10 | 0.74 | ±0.08 |
Tumble Dryer | 0.72 | ±0.11 | 0.73 | ±0.08 | 0.77 | ±0.09 |
Washing Machine | 0.63 | ±0.17 | 0.81 | ±0.08 | 0.73 | ±0.10 |
REFIT | ||||||
Dish-Washer | 0.79 | ±0.14 | 0.72 | ±0.15 | 0.72 | ±0.06 |
Tumble Dryer | 0.76 | ±0.14 | 0.66 | ±0.13 | 0.69 | ±0.07 |
Washing Machine | 0.74 | ±0.09 | 0.68 | ±0.10 | 0.77 | ±0.08 |