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    Spatiotemporal Traffic Flow Prediction with KNN and LSTM by Xianglong Luo, Danyang Li, Yu Yang, Shengrui Zhang

    Published 2019-01-01
    “…The prediction performance is evaluated with real-time traffic flow data provided by the Transportation Research Data Lab (TDRL) at the University of Minnesota Duluth (UMD) Data Center. Experimental results indicate that the proposed model can achieve a better performance compared with well-known prediction models including autoregressive integrated moving average (ARIMA), support vector regression (SVR), wavelet neural network (WNN), deep belief networks combined with support vector regression (DBN-SVR), and LSTM models, and the proposed model can achieve on average 12.59% accuracy improvement.…”
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    The moderating role of reward on the impact of academic supervision and multitasking in enhancing teachers’s job satisfaction by Widodo, Agus Wahyudin, Masrukhi, Widiyanto

    Published 2025-01-01
    “…Data were collected through questionnaires adapted from the Minnesota Satisfaction Questionnaire (MSQ) and Supervisory Behavior Description Questionnaire (SBDQ), distributed through Google Forms, and then analyzed using the Structural Equation Modeling Partial Least Squares (SEM-PLS) technique. …”
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