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. 2022 Dec 9;3(1):9. doi: 10.1007/s43546-022-00384-2

Table 2.

Different loss functions for base learners and ARIMA model-training data

Headline Core 1 Core 2 Urban Rural
Random Forest MSE 8.3955 5.8182 5.5240 8.2512 6.9754
RMSE 2.8975 2.4121 2.3503 2.8725 2.6411
GBM MSE 2.6738 2.1448 1.8429 3.4532 2.9332
RMSE 1.6352 1.4645 1.3575 1.8583 1.7127
GLM MSE 0.0010 0.0333 0.0900 0.0019 0.0019
RMSE 0.0324 0.1826 0.3000 0.0441 0.0433
ARIMA (Baseline) MSE 1.8322 2.1871 2.000 3.1524 2.7179
RMSE 1.3536 1.4789 1.4144 1.7755 1.6486