Table 3 Permutation importance of the 20 most important features
Weight | Feature |
|---|---|
0.1160 ± 0.0183 | Number_Of_Hospitalizations |
0.0340 ± 0.0239 | Age |
0.0298 ± 0.0282 | Glomerular_Filtration_Rate |
0.0234 ± 0.0159 | BNP |
0.0191 ± 0.0159 | NYHA_Cardiac_Function_Classification |
0.0128 ± 0.0144 | Lymphocyte_Absolute_Value |
0.0106 ± 0.0095 | Serum_Albumin |
0.0096 ± 0.0264 | Hemoglobin |
0.0096 ± 0.0124 | Total_Cholesterol |
0.0085 ± 0.0052 | Pulmonary_Artery_Systolic_Pressure |
0.0085 ± 0.0128 | Low_Density_Lipoprotein_Cholesterol |
0.0064 ± 0.0156 | Absolute_Neutrophil_Value |
0.0064 ± 0.0124 | Serum_Sodium |
0.0064 ± 0.0124 | Serum_Uric_Acid |
0.0053 ± 0.0117 | Eosinophil_Absolute_Value |
0.0053 ± 0.0223 | Body_Mass_Index |
0.0053 ± 0.0067 | Left_Ventricular_Ejection_Fraction |
0.0043 ± 0.0141 | Albumin/Globulin |
0.0043 ± 0.0080 | Triglyceride |
0.0032 ± 0.0185 | Heart_Rate |