Research Article
A Privacy-Protection Model for Patients
Table 1
The result of feature binning parameters.
| Index | Binning | IV | WoE | Event_Count | Event_Ratio | Non_Event_Count | Non_Event_Ratio |
| 1 | x0 ≤ −1.047670 | 0.670339 | −4.223783 | 57 | 0.161064 | 0 | 0.002358 | 2 | −1.047670 < x0 ≤ −0.784675 | 0.670339 | −4.223783 | 57 | 0.161064 | 0 | 0.002358 | 3 | −0.784675 < x0 ≤ −0.612797 | 0.403950 | −2.793036 | 55 | 0.154062 | 2 | 0.009434 | 4 | −0.612797 < x0 ≤ −0.469910 | 0.403950 | −2.793036 | 55 | 0.154062 | 2 | 0.009434 | 5 | −0.469910 < x0 ≤ −0.269040 | 0.414430 | −2.811055 | 56 | 0.156863 | 2 | 0.009434 | 6 | −0.269040 < x0 ≤ −0.053674 | 0.016531 | −0.419834 | 41 | 0.114846 | 16 | 0.075472 | 7 | −0.053674 < x0 ≤ 0.232100 | 0.009515 | 0.306038 | 31 | 0.086835 | 25 | 0.117925 | 8 | 0.232100 < x0 ≤ 0.840923 | 0.662137 | 2.862955 | 5 | 0.014006 | 52 | 0.245283 | 9 | 0.840923 < x0 ≤ 1.536720 | 1.420925 | 5.266082 | 0 | 0.001401 | 57 | 0.271226 | 10 | X0 > 1.536720 | 1.391434 | 5.248537 | 0 | 0.001401 | 56 | 0.266509 |
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