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Table 2

Performance measures of SVR, F-SVR and BS-SVR models

Time scalesModelsTraining
Validation
MAERMSEMBER2MAERMSEMBER2
SPEI-1 SVR 0.439 0.520 −0.082 0.838 0.559 0.644 −0.130 0.796 
F-SVR 0.256 0.304 −0.013 0.872 0.325 0.372 −0.017 0.828 
BS-SVR 0.427 0.506 −0.087 0.864 0.543 0.626 0.133 0.821 
SPEI-3 SVR 0.129 0.155 −0.009 0.864 0.170 0.202 −0.036 0.824 
F-SVR 0.107 0.113 −0.025 0.899 0.126 0.159 −0.026 0.854 
BS-SVR 0.112 0.121 0.014 0.891 0.133 0.172 0.040 0.846 
SPEI-6 SVR 0.118 0.132 0.012 0.912 0.144 0.187 −0.023 0.866 
F-SVR 0.101 0.112 −0.012 0.950 0.105 0.137 −0.036 0.903 
BS-SVR 0.106 0.124 0.013 0.941 0.114 0.146 0.011 0.894 
Time scalesModelsTraining
Validation
MAERMSEMBER2MAERMSEMBER2
SPEI-1 SVR 0.439 0.520 −0.082 0.838 0.559 0.644 −0.130 0.796 
F-SVR 0.256 0.304 −0.013 0.872 0.325 0.372 −0.017 0.828 
BS-SVR 0.427 0.506 −0.087 0.864 0.543 0.626 0.133 0.821 
SPEI-3 SVR 0.129 0.155 −0.009 0.864 0.170 0.202 −0.036 0.824 
F-SVR 0.107 0.113 −0.025 0.899 0.126 0.159 −0.026 0.854 
BS-SVR 0.112 0.121 0.014 0.891 0.133 0.172 0.040 0.846 
SPEI-6 SVR 0.118 0.132 0.012 0.912 0.144 0.187 −0.023 0.866 
F-SVR 0.101 0.112 −0.012 0.950 0.105 0.137 −0.036 0.903 
BS-SVR 0.106 0.124 0.013 0.941 0.114 0.146 0.011 0.894 
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