Research Article
[Retracted] A Multi-RNN Research Topic Prediction Model Based on Spatial Attention and Semantic Consistency-Based Scientific Influence Modeling
Table 2
RMSE of different models.
| Model | RMSE | CL | CV | ML | IR | AI | Average |
| ARIMA | 1.179e−4 | 2.967e−4 | 5.822e−4 | 3.640e−4 | 3.893e−4 | 3.500e−4 | GRU | 4.385e−4 | 2.899e−4 | 2.411e−4 | 1.792e−4 | 2.122e−4 | 2.720e−4 | LSTM | 4.470e−4 | 2.879e−4 | 1.312e−4 | 2.032e−4 | 1.987e−4 | 2.540e−4 | ENDE | 4.317e−4 | 2.944e−4 | 2.306e−4 | 2.034e−4 | 2.127e−4 | 2.750e−4 | TARNN | 4.375e−4 | 3.013e−4 | 2.385e−4 | 2.050e−4 | 2.094e−4 | 2.780e−4 | DARNN | 4.319e−4 | 2.923e−4 | 2.331e−4 | 2.070e−4 | 2.046e−4 | 2.740e−4 | CONI | 4.196e−4 | 2.558e−4 | 2.377e−4 | 2.049e−4 | 1.942e−4 | 2.620e−4 | SASC | 3.981e−4 | 2.384e−4 | 0.970e−4 | 1.577e−4 | 0.701e−4 | 1.920e−4 |
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