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Electricity consumption prediction on PG&E dataset 50 users

12.5NRMSDES
12.03615.16818.321.432Nov 5, 2015
Updated 5mo ago

Evaluation results

MethodLinks
ESWindow size (W)=12002015.1112.5
RFWindow size (W)=12002015.1112.6
LASSOWindow size (W)=12002015.1112.6
AR(1)Window size (W)=12002015.1113.5
RFWindow size (W)=9602015.1114.3
ESWindow size (W)=9602015.1115.3
SVMWindow size (W)=12002015.1115.3
AR(1)Window size (W)=9602015.1115.6
RFWindow size (W)=7202015.1115.7
LASSOWindow size (W)=9602015.1116.3
NNWindow size (W)=1200, Architecture=shallow NN (a single hidden layer)2015.1116.5
AR(1)Window size (W)=7202015.1116.6
NNWindow size (W)=960, Architecture=shallow NN (a single hidden layer)2015.1116.7
ESWindow size (W)=7202015.1116.8
LASSOWindow size (W)=7202015.1117.2
SVM after PCAWindow size (W)=12002015.1117.3
NNWindow size (W)=720, Architecture=shallow NN (a single hidden layer)2015.1117.8
SVMWindow size (W)=9602015.1118.2
SVM after PCAWindow size (W)=9602015.1119.4
AveragingWindow size (W)=7202015.1119.7
AveragingWindow size (W)=9602015.1119.7
AveragingWindow size (W)=12002015.1119.7
SVM after PCAWindow size (W)=7202015.1120
SVMWindow size (W)=7202015.1122.1
LWWindow size (W)=7202015.1124.1
LWWindow size (W)=9602015.1124.1
LWWindow size (W)=12002015.1124.1