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ArticleShort-term traffic forecasting: Where we are and where we’re going

Eleni I. Vlahogianni2014

Article2014

Short-term traffic forecasting: Where we are and where we’re going

Eleni I. Vlahogianni · Matthew G. Karlaftis · John Golias

1,248 citations·0/0 files stored·Transportation Research Part C Emerging Technologies

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Traffic Prediction and Management Techniques Transportation Planning and Optimization Traffic control and management

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References

1989Combining forecasts: A review and annotated bibliography 2003Statistical and Econometric Methods for Transportation Data Analysis 1990Combining forecasts: A review and annotated bibliography 2004Travel-Time Prediction With Support Vector Regression 2020Statistical and Econometric Methods for Transportation Data Analysis 2009Evaluation of traffic data obtained via GPS-enabled mobile phones: The Mobile Century field experiment 2008Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions 1996Combining kohonen maps with arima time series models to forecast traffic flow

Cited by

2015Long short-term memory neural network for traffic speed prediction using remote microwave sensor data 2017LSTM network: a deep learning approach for short‐term traffic forecast 2017Deep learning for short-term traffic flow prediction 2019Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting 2019Applications of Artificial Intelligence in Transport: An Overview

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2017An Improved Fuzzy Neural Network for Traffic Speed Prediction Considering Periodic Characteristicarticle · 6 shared references 2013A hybrid short-term traffic flow forecasting method based on spectral analysis and statistical volatility modelarticle · 6 shared references 2017Deep learning for short-term traffic flow predictionarticle · 5 shared references 2013Short-Term Traffic Flow Forecasting: An Experimental Comparison of Time-Series Analysis and Supervised Learningarticle · 5 shared references 2017Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Predictionarticle · 4 shared references 2008Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditionsarticle · 4 shared references

Details

Year2014

Typearticle

Published2014-02-04

VenueTransportation Research Part C Emerging Technologies

ISSN-L0968-090X

Languageen

Citations1,248

Files0 public / 0

ShelfTraffic Prediction and Management Techniques

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doi10.1016/j.trc.2014.01.005

openalex_workW2040297119

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2015A gradient boosting method to improve travel time prediction

2018A hybrid deep learning based traffic flow prediction method and its understanding

2017Short-term forecasting of passenger demand under on-demand ride services: A spatio-temporal deep learning approach