Disease Progression Prediction on In-house PPA dev (test)
79.58AccuracyLogSparse Transformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LogSparse TransformerGrades=G4 to G52021.03 | 79.58 | 86.69 | |
| Causal Hidden Markov ModelGrades=G4 to G52021.03 | 78.13 | 86.92 | |
| Causal Hidden Markov ModelGrades=G1 to G52021.03 | 77.19 | 85.43 | |
| Causal Hidden Markov ModelGrades=G3 to G52021.03 | 77.01 | 86.22 | |
| LogSparse TransformerGrades=G3 to G52021.03 | 76.45 | 83.16 | |
| Causal Hidden Markov ModelGrades=G2 to G52021.03 | 76.26 | 86.71 | |
| LogSparse TransformerGrades=G2 to G52021.03 | 76.04 | 84.02 | |
| Devised RNNGrades=G4 to G52021.03 | 75.53 | 81.81 | |
| Devised RNNGrades=G3 to G52021.03 | 74.77 | 80.57 | |
| LogSparse TransformerGrades=G1 to G52021.03 | 74.58 | 79.2 | |
| Devised RNNGrades=G1 to G52021.03 | 74.02 | 81.75 | |
| Devised RNNGrades=G2 to G52021.03 | 73.27 | 80.16 | |
| Causal Hidden Markov ModelGrades=G1 to G42021.03 | 72.89 | 78.99 | |
| LogSparse TransformerGrades=G2 to G42021.03 | 72.71 | 80.03 | |
| LogSparse TransformerGrades=G3 to G42021.03 | 72.49 | 77.41 | |
| Causal Hidden Markov ModelGrades=Mean2021.03 | 71.92 | 79.55 | |
| LogSparse TransformerGrades=Mean2021.03 | 71.82 | 76.76 | |
| Causal Hidden Markov ModelGrades=G3 to G42021.03 | 71.77 | 82.22 | |
| Causal Hidden Markov ModelGrades=G2 to G42021.03 | 71.22 | 80.62 | |
| LogSparse TransformerGrades=G1 to G42021.03 | 70.42 | 73.95 | |
| Devised RNNGrades=G3 to G42021.03 | 68.79 | 73.49 | |
| Devised RNNGrades=Mean2021.03 | 68.43 | 73.53 | |
| RGLGrades=G4 to G52021.03 | 67.29 | 71.47 | |
| LogSparse TransformerGrades=G1 to G32021.03 | 67.18 | 70.15 | |
| Devised RNNGrades=G2 to G42021.03 | 67.1 | 74.21 | |
| Devised RNNGrades=G1 to G42021.03 | 66.92 | 72.88 | |
| Causal Hidden Markov ModelGrades=G2 to G32021.03 | 66.91 | 75.07 | |
| RGLGrades=G3 to G52021.03 | 65.62 | 71.22 | |
| LogSparse TransformerGrades=G2 to G32021.03 | 65.62 | 67.79 | |
| Causal Hidden Markov ModelGrades=G1 to G22021.03 | 65.42 | 65.09 | |
| RGLGrades=G1 to G52021.03 | 64.7 | 71.14 | |
| RGLGrades=G1 to G22021.03 | 64.17 | 53.38 | |
| Devised RNNGrades=G1 to G32021.03 | 63.55 | 66.45 | |
| RGLGrades=G3 to G42021.03 | 63.54 | 67.58 | |
| Devised RNNGrades=G2 to G32021.03 | 63.17 | 66.87 | |
| LogSparse TransformerGrades=G1 to G22021.03 | 63.13 | 65.15 | |
| RGLGrades=Mean2021.03 | 62.68 | 64.41 | |
| Causal Hidden Markov ModelGrades=G1 to G32021.03 | 62.43 | 68.24 | |
| RGLGrades=G2 to G52021.03 | 62.29 | 69.7 | |
| RGLGrades=G1 to G42021.03 | 61.46 | 63.5 | |
| RGLGrades=G2 to G42021.03 | 61.25 | 65.08 | |
| RGLGrades=G1 to G32021.03 | 58.33 | 56.64 | |
| RGLGrades=G2 to G32021.03 | 58.12 | 56.4 | |
| Devised RNNGrades=G1 to G22021.03 | 57.19 | 57.07 |