用于多元时间序列预测的图神经网络模型
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张晗
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Graph neural network model for multivariate time series forecasting
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Han ZHANG
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| 表 1 基准数据集的统计量 |
| Tab.1 Statistics of benchmark datasets |
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| 任务 | 数据集 | $ N $ | $ U $ | $ I $ | $ L $ | $ H $ | | 多步预测 | METR-LA | 34272 | 207 | 5 min | 12 | 12 | | PEMS-BAY | 52116 | 325 | 5 min | 12 | 12 | | 单步预测 | Traffic | 17544 | 862 | 1 h | 168 | 1 | | Solar-Energy | 52560 | 137 | 10 min | 168 | 1 | | Electricity | 26304 | 321 | 1 h | 168 | 1 | | Exchange-Rate | 7588 | 8 | 1 d | 168 | 1 |
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