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Traffic flow prediction using LSTM with feature enhancement

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References

2014Traffic Flow Prediction With Big Data: A Deep Learning Approach3,073 cited
2015Long short-term memory neural network for traffic speed prediction using remote microwave sensor data2,259 cited
2003Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results2,210 cited
2017A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction1,700 cited
2014Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning1,140 cited
2008Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions856 cited
1996Combining kohonen maps with arima time series models to forecast traffic flow851 cited
1999Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting546 cited
2015Predicting Short-Term Traffic Flow by Long Short-Term Memory Recurrent Neural Network540 cited
1991Nonparametric Regression and Short‐Term Freeway Traffic Forecasting526 cited
2001Multivariate Vehicular Traffic Flow Prediction: Evaluation of ARIMAX Modeling468 cited

Cited by

2020Machine Learning-based traffic prediction models for Intelligent Transportation Systems350 cited
2021Traffic flow prediction models – A review of deep learning techniques235 cited

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2020Congestion prediction for smart sustainable cities using IoT and machine learning approaches192 cited