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Table 4

The average value of R2 of forecasting models on testing data

NodeXGBRFANND-XGBD-RFD-ANNA-XGBA-RFA-ANNAverage
217 0.674 0.658 0.692 0.741 0.704 0.736 0.705 0.683 0.716 0.701 
198 0.882 0.869 0.910 0.934 0.905 0.962 0.890 0.889 0.942 0.909 
86 0.846 0.821 0.803 0.898 0.858 0.879 0.854 0.838 0.819 0.846 
327 0.864 0.809 0.812 0.947 0.873 0.858 0.873 0.813 0.827 0.853 
62 0.409 0.421 0.367 0.410 0.395 0.451 0.423 0.446 0.384 0.412 
244 0.818 0.774 0.764 0.920 0.865 0.855 0.848 0.792 0.785 0.825 
260 0.794 0.836 0.778 0.880 0.911 0.852 0.814 0.845 0.795 0.834 
272 0.710 0.688 0.732 0.807 0.711 0.799 0.720 0.702 0.763 0.737 
44 0.734 0.695 0.789 0.819 0.760 0.871 0.768 0.711 0.802 0.772 
171 0.772 0.717 0.754 0.864 0.779 0.834 0.786 0.724 0.761 0.777 
111 0.801 0.751 0.750 0.883 0.829 0.817 0.811 0.760 0.777 0.798 
317 0.787 0.769 0.753 0.864 0.803 0.859 0.808 0.785 0.773 0.800 
142 0.791 0.742 0.786 0.900 0.824 0.882 0.804 0.748 0.819 0.811 
21 0.808 0.750 0.783 0.902 0.838 0.863 0.813 0.762 0.815 0.815 
Average 0.764 0.736 0.748 0.841 0.790 0.823 0.780 0.750 0.770 0.778 
NodeXGBRFANND-XGBD-RFD-ANNA-XGBA-RFA-ANNAverage
217 0.674 0.658 0.692 0.741 0.704 0.736 0.705 0.683 0.716 0.701 
198 0.882 0.869 0.910 0.934 0.905 0.962 0.890 0.889 0.942 0.909 
86 0.846 0.821 0.803 0.898 0.858 0.879 0.854 0.838 0.819 0.846 
327 0.864 0.809 0.812 0.947 0.873 0.858 0.873 0.813 0.827 0.853 
62 0.409 0.421 0.367 0.410 0.395 0.451 0.423 0.446 0.384 0.412 
244 0.818 0.774 0.764 0.920 0.865 0.855 0.848 0.792 0.785 0.825 
260 0.794 0.836 0.778 0.880 0.911 0.852 0.814 0.845 0.795 0.834 
272 0.710 0.688 0.732 0.807 0.711 0.799 0.720 0.702 0.763 0.737 
44 0.734 0.695 0.789 0.819 0.760 0.871 0.768 0.711 0.802 0.772 
171 0.772 0.717 0.754 0.864 0.779 0.834 0.786 0.724 0.761 0.777 
111 0.801 0.751 0.750 0.883 0.829 0.817 0.811 0.760 0.777 0.798 
317 0.787 0.769 0.753 0.864 0.803 0.859 0.808 0.785 0.773 0.800 
142 0.791 0.742 0.786 0.900 0.824 0.882 0.804 0.748 0.819 0.811 
21 0.808 0.750 0.783 0.902 0.838 0.863 0.813 0.762 0.815 0.815 
Average 0.764 0.736 0.748 0.841 0.790 0.823 0.780 0.750 0.770 0.778 
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