TABLE VII.
Performance comparison of different methods for each maximum KDIGO based AKI severity classification. Alignment: Z - zero-padding, D - DTW. Distance function: B - Bray-Curtis, E - Euclidean, C - Cityblock. TAKI is the proposed method.
MinMortDiff | MaxMortDiff | RelMortdiff | MinProgDiff | MaxProgDiff | RelProgDiff | |||||||||||||
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Method | K1 | K2 | K3/3D | K1 | K2 | K3/3D | K1 | K2 | K3/3D | K1 | K2 | K3/3D | K1 | K2 | K3/3D | K1 | K2 | K3/3D |
| ||||||||||||||||||
ZB | 0.47 | 0.71 | 1.71 | 13.94 | 30.86 | 29.36 | 0.14 | 0.31 | 0.30 | 1.41 | 0.00 | 7.03 | 9.78 | 18.55 | 18.79 | 0.10 | 0.19 | 0.20 |
ZE | 0.09 | 0.36 | 0.35 | 6.81 | 9.23 | 29.28 | 0.07 | 0.09 | 0.29 | 0.08 | 0.78 | 1.60 | 11.96 | 7.26 | 20.47 | 0.12 | 0.07 | 0.21 |
ZC | 1.14 | 0.55 | 0.14 | 7.45 | 27.91 | 39.71 | 0.08 | 0.28 | 0.40 | 0.97 | 0.01 | 0.00 | 14.98 | 7.85 | 16.88 | 0.15 | 0.08 | 0.17 |
DB | 0.04 | 1.03 | 4.35 | 15.13 | 45.81 | 53.67 | 0.15 | 0.46 | 0.56 | 1.75 | 0.10 | 0.00 | 31.77 | 23.88 | 25.00 | 0.32 | 0.24 | 0.25 |
DE | 0.06 | 1.12 | 2.52 | 14.31 | 34.69 | 47.63 | 0.14 | 0.35 | 0.49 | 0.42 | 0.13 | 0.00 | 35.08 | 29.92 | 28.38 | 0.35 | 0.30 | 0.28 |
DC | 0.23 | 0.61 | 0.69 | 13.71 | 34.23 | 47.03 | 0.14 | 0.34 | 0.47 | 0.07 | 0.55 | 0.00 | 34.51 | 24.30 | 26.25 | 0.35 | 0.24 | 0.26 |
TAKI | 0.43 | 1.17 | 7.42 | 14.07 | 54.78 | 69.50 | 0.14 | 0.55 | 0.75 | 1.43 | 0.70 | 0.00 | 17.98 | 43.10 | 35.71 | 0.18 | 0.43 | 0.36 |