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Regime-Based Short-Term Multivariate Traffic Condition Forecasting Algorithm
Publisher: American Society of Civil Engineers
Abstract: Predictions of fundamental traffic variables in the short-term or near-term future are vital for any successful dynamic traffic management application. Univariate short-term traffic flow prediction algorithms are popular ...
Bayesian Time-Series Model for Short-Term Traffic Flow Forecasting
Publisher: American Society of Civil Engineers
Abstract: The seasonal autoregressive integrated moving average (SARIMA) model is one of the popular univariate time-series models in the field of short-term traffic flow forecasting. The parameters of the SARIMA model are commonly ...
Multivariate Traffic Forecasting Technique Using Cell Transmission Model and SARIMA Model
Publisher: American Society of Civil Engineers
Abstract: The paper develops a short-term space-time traffic flow forecasting strategy integrating the empirical-based seasonal autoregressive integrated moving average (SARIMA) time-series forecasting technique with the theoretical-based ...
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