Electricity consumption prediction on PG&E dataset 50 users
12.5NRMSDES
Evaluation Results
| Method | Links | |
|---|---|---|
| ESWindow size (W)=12002015.11 | 12.5 | |
| RFWindow size (W)=12002015.11 | 12.6 | |
| LASSOWindow size (W)=12002015.11 | 12.6 | |
| AR(1)Window size (W)=12002015.11 | 13.5 | |
| RFWindow size (W)=9602015.11 | 14.3 | |
| ESWindow size (W)=9602015.11 | 15.3 | |
| SVMWindow size (W)=12002015.11 | 15.3 | |
| AR(1)Window size (W)=9602015.11 | 15.6 | |
| RFWindow size (W)=7202015.11 | 15.7 | |
| LASSOWindow size (W)=9602015.11 | 16.3 | |
| NNWindow size (W)=1200, Architecture=shallow NN (a single hidden layer)2015.11 | 16.5 | |
| AR(1)Window size (W)=7202015.11 | 16.6 | |
| NNWindow size (W)=960, Architecture=shallow NN (a single hidden layer)2015.11 | 16.7 | |
| ESWindow size (W)=7202015.11 | 16.8 | |
| LASSOWindow size (W)=7202015.11 | 17.2 | |
| SVM after PCAWindow size (W)=12002015.11 | 17.3 | |
| NNWindow size (W)=720, Architecture=shallow NN (a single hidden layer)2015.11 | 17.8 | |
| SVMWindow size (W)=9602015.11 | 18.2 | |
| SVM after PCAWindow size (W)=9602015.11 | 19.4 | |
| AveragingWindow size (W)=7202015.11 | 19.7 | |
| AveragingWindow size (W)=9602015.11 | 19.7 | |
| AveragingWindow size (W)=12002015.11 | 19.7 | |
| SVM after PCAWindow size (W)=7202015.11 | 20 | |
| SVMWindow size (W)=7202015.11 | 22.1 | |
| LWWindow size (W)=7202015.11 | 24.1 | |
| LWWindow size (W)=9602015.11 | 24.1 | |
| LWWindow size (W)=12002015.11 | 24.1 |