Table 4 Performance metrics of each...

Table 4

Performance metrics of each model in both train and test phases

Model	Phase	Adj $R^{2}$	MSE	MAE	RMSE
LR	Train	0.753	114.88	8.1	10.74
LR	Test	0.72	126.19	8.55	11.23
RR	Train	0.754	114.84	8.11	10.72
RR	Test	0.721	125.91	8.53	11.22
Lasso	Train	0.755	114.87	8.12	10.73
Lasso	Test	0.725	123.97	8.54	11.13
SVM	Train	0.948	33.5	3.17	5.79
SVM	Test	0.936	28.77	3.61	5.36
KNN	Train	0.973	12.74	1.28	3.57
KNN	Test	0.936	29.05	3.86	5.39
DT	Train	0.962	31.73	3.46	5.63
DT	Test	0.958	18.87	3.14	4.34
RF	Train	0.98	9.09	1.83	3.01
RF	Test	0.966	15.5	2.86	3.94
AB	Train	0.865	63.11	6.65	7.94
AB	Test	0.871	58.08	6.26	7.62
XGB	Train	0.982	8.42	1.63	2.9
XGB	Test	0.966	15.46	2.71	3.93
CB	Train	0.986	6.37	1.35	2.52
CB	Test	0.967	14.87	2.64	3.86
LGBM	Train	0.988	5.78	1.7	2.4
LGBM	Test	0.969	14.04	2.76	3.75

Model	Phase	Adj $R^{2}$	MSE	MAE	RMSE
LR	Train	0.753	114.88	8.1	10.74
LR	Test	0.72	126.19	8.55	11.23
RR	Train	0.754	114.84	8.11	10.72
RR	Test	0.721	125.91	8.53	11.22
Lasso	Train	0.755	114.87	8.12	10.73
Lasso	Test	0.725	123.97	8.54	11.13
SVM	Train	0.948	33.5	3.17	5.79
SVM	Test	0.936	28.77	3.61	5.36
KNN	Train	0.973	12.74	1.28	3.57
KNN	Test	0.936	29.05	3.86	5.39
DT	Train	0.962	31.73	3.46	5.63
DT	Test	0.958	18.87	3.14	4.34
RF	Train	0.98	9.09	1.83	3.01
RF	Test	0.966	15.5	2.86	3.94
AB	Train	0.865	63.11	6.65	7.94
AB	Test	0.871	58.08	6.26	7.62
XGB	Train	0.982	8.42	1.63	2.9
XGB	Test	0.966	15.46	2.71	3.93
CB	Train	0.986	6.37	1.35	2.52
CB	Test	0.967	14.87	2.64	3.86
LGBM	Train	0.988	5.78	1.7	2.4
LGBM	Test	0.969	14.04	2.76	3.75

Source(s): Authors’ own work

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