设计了一个混合频率LSTM(MF-LSTM)模块,用于处理具有不同时间间隔的宏观经济数据。 输入包含如GDP增长率、CPI、利率和M2等宏观指标,c t (q)代表时间t的隐藏状态。针对季度数据,使用线性插值法与日数据进行时间对齐。同时,引入了一个时间衰减因子,以强调近期的宏观经济数据。 事件知识通道 事件知识通道利用图注意力网...
The fine tuning of the lag parameter shows that Cuban CPI has better performance with small lag and that the best result was in p = 1. Finally, the comparative results between ARIMA and our proposal show that the Transformer with attention has a very high performance despite having a small ...
本文基于马尔可夫决策过程框架和深度强化学习的最新先进技术开发了一种新颖的 JCR 框架。JCR-AV 无需事先完全了解周围环境,就可以自适应地优化其波形结构(即 CPI 中的帧数),从而在周围环境的动态和不确定性下最大限度地提高雷达和数据通信性能。 论文链接:AI-empowered Joint Communication and Radar Systems with ...
40、其中,表示第i个计算节点的空闲时间,表示第i个计算节点的总时间,表示第i个计算节点的失败任务数量,表示第i个计算节点的总任务数量,和表示权重系数。 41、上述方法综合考虑节点的cpi值、空闲时间比例和任务失败率,以平衡各节点的资源利用率和负载。通过调整权重因子,系统能够动态调整数据分配,确保各节点之间的任务...
梦中万缕夏雨轻洒 2025-03-02 教师资格证备考攻略:89道核心简答题📚...全文 +2 梦中万缕夏雨轻洒 2025-03-02 开窍开悟:一部不讲废话的智慧书《开窍开...全文 +7 梦中万缕夏雨轻洒 2025-03-02 📈揭秘CPPI策略:如何跑赢CPI?🤔...全文 +1 ...
[23] Transformer- CPI [29] MolTrans [30] DrugBAN [31] CAT-DTI SVM [10] RF [11] GraphDTA [23] Transformer- CPI [29] Mol- Trans[30] DrugBAN [31] CAT-DTI 0.904 ± 0.000 0.942 ± 0.001 0.944 ± 0.004 0.947 ± 0.003 0.947 ± 0.004 0.961 ± 0.001 0.960 ± 0.001 0.819 ± 0.045...
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DYNAMIC_COV_FILL_INTERPOLATE = ['Temperature', 'Fuel_Price', 'CPI', 'Unemployment']FREQ = "W-FRI"FORECAST_HORIZON = 16 # weeksSCALER = Scaler()TRANSFORMER = StaticCovariatesTransformer()PIPELINE = Pipeline([SCALER, TRANSFORMER]) The default scaler is MinMax Scaler, but we can use a...