Table 6 The standard deviation (std) results of all compared models after 10 trials on various performance metrics.

From: Integrated metaheuristic algorithms with extreme learning machine models for river streamflow prediction

Model	Train						Test
Model	MAE	RMSE	R	MAPE	NSE	KGE	MAE	RMSE	R	MAPE	NSE	KGE
GA-ELM	0.0155	0.0224	0.0007	0.0057	0.0013	0.0009	0.0357	0.0718	0.0045	0.0063	0.0095	0.0082
CRO-ELM	0.0193	0.0346	0.0010	0.0050	0.0019	0.0014	0.0473	0.0900	0.0055	0.0073	0.0126	0.0082
AGTO-ELM	0.0200	0.0196	0.0006	0.0065	0.0011	0.0007	0.0615	0.0784	0.0043	0.0115	0.0108	0.0083
DMOA-ELM	0.0143	0.0107	0.0003	0.0079	0.0006	0.0006	0.0264	0.0572	0.0040	0.0057	0.0078	0.0074
HGS-ELM	0.0218	0.0265	0.0008	0.0104	0.0016	0.0012	0.0369	0.0657	0.0041	0.0109	0.0086	0.0123
WOA-ELM	0.0213	0.0447	0.0013	0.0055	0.0026	0.0018	0.0605	0.0944	0.0068	0.0120	0.0127	0.0106
NRO-ELM	0.0140	0.0256	0.0007	0.0044	0.0014	0.0011	0.0355	0.0733	0.0055	0.0066	0.0101	0.0078
HGSO-ELM	0.0218	0.0178	0.0006	0.0090	0.0012	0.0014	0.0680	0.0709	0.0042	0.0136	0.0098	0.0107
ASO-ELM	0.0229	0.0233	0.0008	0.0087	0.0016	0.0024	0.0816	0.1040	0.0057	0.0147	0.0150	0.0144
GSKA-ELM	0.0149	0.0193	0.0006	0.0054	0.0012	0.0009	0.0536	0.0719	0.0043	0.0182	0.0098	0.0142
LCO-ELM	0.0249	0.0352	0.0012	0.0064	0.0022	0.0015	0.0406	0.0719	0.0053	0.0109	0.0097	0.0078
SMA-ELM	0.0221	0.0063	0.0002	0.0114	0.0004	0.0003	0.0476	0.0673	0.0036	0.0135	0.0089	0.0135
SOA-ELM	0.0110	0.0229	0.0008	0.0048	0.0015	0.0009	0.0365	0.0658	0.0040	0.0099	0.0090	0.0120
TSA-ELM	0.0251	0.0419	0.0013	0.0083	0.0025	0.0018	0.0553	0.0712	0.0041	0.0098	0.0096	0.0088
AEO-ELM	0.0199	0.0259	0.0008	0.0064	0.0016	0.0013	0.0668	0.0840	0.0032	0.0156	0.0116	0.0108
HS-ELM	0.0175	0.0392	0.0011	0.0039	0.0022	0.0016	0.0548	0.1139	0.0068	0.0076	0.0170	0.0107
GBO-ELM	0.0069	0.0115	0.0003	0.0030	0.0006	0.0005	0.0434	0.0707	0.0043	0.0063	0.0095	0.0057
PSS-ELM	0.0216	0.0148	0.0005	0.0090	0.0009	0.0010	0.0627	0.0754	0.0045	0.0181	0.0101	0.0108
INFO-ELM	0.0199	0.0401	0.0011	0.0037	0.0022	0.0016	0.0285	0.0659	0.0048	0.0063	0.0092	0.0070
RUN-ELM	0.0096	0.0154	0.0004	0.0027	0.0008	0.0006	0.0433	0.1010	0.0038	0.0052	0.0140	0.0112

Significant values are in bold.

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Table 6 The standard deviation (std) results of all compared models after 10 trials on various performance metrics.

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