Table 3 A combination of components for electric load forecasting models.

From: Learning model combined with data clustering and dimensionality reduction for short-term electricity load forecasting

Prediction models

Clustering

Dimensionality reduction

Existing models

Linear regression

O

O

X (Proposed)

O

X

X

X

X

25,26,33 (Linear regression only)

XGBoost

O

O

X (Proposed)

O

X

60(k-means + XGBoost )

X

X

34,46 (XGBoost only)

SVR

O

O

X (Proposed)

O

X

X

X

X

25,29,45,46 (SVR only)

ANN

O

O

X (Proposed)

O

X

X

X

X

27,28 (ANN only)

CNN

O

O

X (Proposed)

O

X

24 (k-means +CNN)

X

X

19,52 (CNN only)

LSTM

O

O

X (Proposed)

O

X

X

X

X

31,35,51,52 (LSTM only)