Research that applied the nonlinear method to TS
| References | Method | Application |
|---|---|---|
| Almonacid et al. (2013) | ANN | Energy science |
| Camelo et al. (2018) | ANN | Wing generation |
| Iwana and Uchida (2021) | (DNN) | Data augmentation of TS |
| Kardakos et al. (2013) | ANN | Power generation |
| Khashei and Bijari (2011) | ARIMA + ANN | Information technology |
| Withington et al. (2021) | ANN | Expert system application |
| Pai and Lin (2005) | ARIMA + Support vector machines model (SVM) | Stock price |
| Chen and Wang (2007) | SARIMA + SVM | Industry application |
| Khashei et al. (2009) | ANN + ARIMA + Fuzzy logic | Information technology |
| References | Method | Application |
|---|---|---|
| ANN | Energy science | |
| ANN | Wing generation | |
| (DNN) | Data augmentation of TS | |
| ANN | Power generation | |
| ARIMA + ANN | Information technology | |
| ANN | Expert system application | |
| ARIMA + Support vector machines model (SVM) | Stock price | |
| SARIMA + SVM | Industry application | |
| ANN + ARIMA + Fuzzy logic | Information technology |
Source(s): Authors’ own work
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