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Table 1 Example datasets used for training and testing the models

From: Supervised learning methods in modeling of CD4+ T cell heterogeneity

Sample data Input data Output data
IFNγ IL12 IL6 TGFβ IL17 RORgt IFNγ Tbet FOXP3
Data without Noise 1 0 0.5 0 0.996 0.989 0.122 0.547 7.51E-06
0.75 0.75 0 0.75 0.156 0.117 0.942 0.677 0.000103
0.5 0.5 0.25 0.5 0.989 0.967 0.282 0.404 1.25E-05
0.25 0 0 1 0.155 0.117 0.401 0.645 0.000105
Data with noise in range of [−0.5 %, 0.5 %] 1 0 0.5 0 0.974 0.913 0.118 0.545 7.12E-06
0.75 0.75 0 0.75 0.148 0.106 0.900 0.644 9.91E-05
0.5 0.5 0.25 0.5 0.950 0.922 0.264 0.391 1.28E-05
0.25 0 0 1 0.144 0.115 0.390 0.640 0.000105
Data with noise in range of [−1 %, 1 %] 1 0 0.5 0 0.933 0.880 0.114 0.482 6.71E-06
0.75 0.75 0 0.75 0.133 0.116 0.784 0.614 9.84E-05
0.5 0.5 0.25 0.5 0.980 0.959 0.264 0.368 1.21E-05
0.25 0 0 1 0.154 0.106 0.352 0.604 9.75E-05