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Duan, Lingyun; Liu, Ziyuan; Yu, Wen; Chen, Wei; Jin, Dongyan; Li, Denghua; Sun, Suhua; Dai, Ruixi
Journal of physics. Conference series, 10/2021, Volume: 2068, Issue: 1Journal Article
Abstract Comparing the prediction effects of traditional econometric algorithm model and deep learning algorithm model, taking regional GDP as an example, two prediction models of ARMA-ECM and LSTM-SVR are established for prediction, and the prediction results of different models are compared and analyzed. The results show that there are some deviations in the prediction results of the two models, but the prediction trends are the same. The prediction accuracy of LSTM-SVR model will decrease significantly with the reduction of time series data samples, while ARMA-ECM model is not so sensitive.
