Time-series Forecasting on COVID-19 20 regions
15.86RMSESCINet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCINetInput Length=10, ESE=No, Prediction Horizon=22026.06 | 15.86 | 13.87 | |
| NlinearInput Length=10, ESE=No, Prediction Horizon=22026.06 | 16.5 | 15.6 | |
| PatchTSTInput Length=10, ESE=No, Prediction Horizon=22026.06 | 16.55 | 14.95 | |
| DlinearInput Length=10, ESE=No, Prediction Horizon=22026.06 | 16.65 | 15.02 | |
| KVAEInput Length=10, ESE=No, Prediction Horizon=22026.06 | 16.91 | 15.95 | |
| InformerInput Length=10, ESE=No, Prediction Horizon=22026.06 | 17.73 | 16.17 | |
| TimeLLMInput Length=10, ESE=No, Prediction Horizon=22026.06 | 17.76 | 14.13 | |
| LSTMInput Length=10, ESE=No, Prediction Horizon=22026.06 | 17.87 | 15.52 | |
| FiLMInput Length=10, ESE=No, Prediction Horizon=22026.06 | 17.87 | 14.19 | |
| ARIMAInput Length=10, ESE=No, Prediction Horizon=22026.06 | 19.2 | 18.83 | |
| DeepARInput Length=10, ESE=No, Prediction Horizon=22026.06 | 19.68 | 17.15 | |
| TPGNNInput Length=10, ESE=No, Prediction Horizon=22026.06 | 19.71 | 17.46 | |
| SCINetInput Length=20, ESE=No, Prediction Horizon=22026.06 | 36.66 | 31.96 | |
| PatchTSTInput Length=20, ESE=No, Prediction Horizon=22026.06 | 36.89 | 33.67 | |
| DlinearInput Length=20, ESE=No, Prediction Horizon=22026.06 | 37.07 | 34.69 | |
| NlinearInput Length=20, ESE=No, Prediction Horizon=22026.06 | 37.26 | 34.49 | |
| FiLMInput Length=20, ESE=No, Prediction Horizon=22026.06 | 37.75 | 34.01 | |
| TimeLLMInput Length=20, ESE=No, Prediction Horizon=22026.06 | 38.58 | 35.96 | |
| KVAEInput Length=20, ESE=No, Prediction Horizon=22026.06 | 39.18 | 34.55 | |
| LSTMInput Length=20, ESE=No, Prediction Horizon=22026.06 | 39.2 | 36.76 | |
| InformerInput Length=20, ESE=No, Prediction Horizon=22026.06 | 40.1 | 37.39 | |
| ARIMAInput Length=20, ESE=No, Prediction Horizon=22026.06 | 40.38 | 39.82 | |
| DeepARInput Length=20, ESE=No, Prediction Horizon=22026.06 | 42.85 | 40.13 | |
| TPGNNInput Length=20, ESE=No, Prediction Horizon=22026.06 | 43.37 | 37.81 | |
| KVAEInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 45.36 | 44.62 | |
| NlinearInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 45.37 | 43.52 | |
| FiLMInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 45.53 | 45.24 | |
| TimeLLMInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 46.15 | 41.19 | |
| DlinearInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 46.21 | 43.24 | |
| PatchTSTInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 46.38 | 43.2 | |
| VARInput Length=10, Prediction Horizon=22026.06 | 46.57 | 39.12 | |
| PatchTSTInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 46.59 | 45.38 | |
| TPGNNInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 46.68 | 43.85 | |
| TPGNNInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 47.09 | 44.4 | |
| InformerInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 47.22 | 46.57 | |
| SCINetInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 47.72 | 41.42 | |
| TimeLLMInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 47.89 | 46.97 | |
| InformerInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 48.11 | 46.05 | |
| KVAEInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 48.52 | 41.34 | |
| SCINetInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 48.72 | 46.17 | |
| DeepARInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 48.83 | 47.12 | |
| LSTMInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 48.98 | 45.34 | |
| FiLMInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 49 | 45.67 | |
| DeepARInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 49.47 | 47.63 | |
| LSTMInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 49.92 | 47.81 | |
| NlinearInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 50.56 | 45.28 | |
| DlinearInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 51.02 | 44.86 | |
| LSTMInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 51.24 | 47.15 | |
| TimeLLMInput Length=50, ESE=No, Prediction Horizon=22026.06 | 51.62 | 51.13 | |
| KVAEInput Length=50, ESE=No, Prediction Horizon=22026.06 | 51.8 | 48.42 | |
| ARIMAInput Length=20, ESE=Yes, Prediction Horizon=22026.06 | 52.55 | 50.87 | |
| ARIMAInput Length=10, ESE=Yes, Prediction Horizon=22026.06 | 53.74 | 51.61 | |
| VARInput Length=20, Prediction Horizon=22026.06 | 54.84 | 49.67 | |
| ESEInput Length=20, Prediction Horizon=22026.06 | 55.73 | 53.41 | |
| PatchTSTInput Length=50, ESE=No, Prediction Horizon=22026.06 | 56.8 | 52.14 | |
| TimeLLMInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 56.83 | 49.71 | |
| ESEInput Length=10, Prediction Horizon=22026.06 | 58.5 | 53.96 | |
| DlinearInput Length=50, ESE=No, Prediction Horizon=22026.06 | 58.62 | 49.87 | |
| TPGNNInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 59.55 | 50.07 | |
| FiLMInput Length=50, ESE=No, Prediction Horizon=22026.06 | 60.11 | 48.83 | |
| PatchTSTInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 60.21 | 50.34 | |
| InformerInput Length=50, ESE=No, Prediction Horizon=22026.06 | 60.27 | 49.91 | |
| SCINetInput Length=50, ESE=No, Prediction Horizon=22026.06 | 60.74 | 54.91 | |
| KVAEInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 61.11 | 47.84 | |
| DlinearInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 61.34 | 47.45 | |
| SCINetInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 61.37 | 47.36 | |
| FiLMInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 61.44 | 47.91 | |
| DeepARInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 61.54 | 51.49 | |
| NlinearInput Length=50, ESE=No, Prediction Horizon=22026.06 | 62.28 | 49.49 | |
| NlinearInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 62.34 | 48.21 | |
| LSTMInput Length=50, ESE=No, Prediction Horizon=22026.06 | 62.49 | 49.2 | |
| InformerInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 64.29 | 50.88 | |
| TPGNNInput Length=50, ESE=No, Prediction Horizon=22026.06 | 66.11 | 56.32 | |
| ARIMAInput Length=50, ESE=Yes, Prediction Horizon=22026.06 | 66.92 | 55.33 | |
| ESEInput Length=50, Prediction Horizon=22026.06 | 67.85 | 53.54 | |
| DeepARInput Length=50, ESE=No, Prediction Horizon=22026.06 | 69.39 | 62.15 | |
| ARIMAInput Length=50, ESE=No, Prediction Horizon=22026.06 | 71.86 | 64.35 | |
| PatchTSTInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 71.91 | 70.28 | |
| PatchTSTInput Length=100, ESE=No, Prediction Horizon=22026.06 | 72.2 | 69.19 | |
| TimeLLMInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 72.64 | 71.53 | |
| FiLMInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 72.65 | 69.15 | |
| TPGNNInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 74.76 | 73.94 | |
| NlinearInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 76.42 | 71.59 | |
| InformerInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 76.45 | 73.77 | |
| SCINetInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 76.69 | 73.07 | |
| KVAEInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 76.96 | 70.77 | |
| LSTMInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 77.53 | 70.29 | |
| VARInput Length=50, Prediction Horizon=22026.06 | 77.7 | 76.63 | |
| DlinearInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 77.71 | 75.45 | |
| InformerInput Length=100, ESE=No, Prediction Horizon=22026.06 | 78.13 | 77.42 | |
| ARIMAInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 80.58 | 75.28 | |
| TimeLLMInput Length=100, ESE=No, Prediction Horizon=22026.06 | 81.53 | 78.06 | |
| DeepARInput Length=100, ESE=Yes, Prediction Horizon=22026.06 | 81.55 | 76.76 | |
| NlinearInput Length=100, ESE=No, Prediction Horizon=22026.06 | 81.63 | 74.01 | |
| ARIMAInput Length=100, ESE=No, Prediction Horizon=22026.06 | 82.07 | 86.79 | |
| DlinearInput Length=100, ESE=No, Prediction Horizon=22026.06 | 82.09 | 72.86 | |
| SCINetInput Length=100, ESE=No, Prediction Horizon=22026.06 | 82.18 | 69.8 | |
| FiLMInput Length=100, ESE=No, Prediction Horizon=22026.06 | 83.54 | 76.5 | |
| LSTMInput Length=100, ESE=No, Prediction Horizon=22026.06 | 84.85 | 76.35 | |
| KVAEInput Length=100, ESE=No, Prediction Horizon=22026.06 | 85.97 | 76.52 |