Deep Learning in Traffic Forecasting

Dedicated to employing deep learning techniques for traffic forecasting, this cluster explores novel models that leverage large datasets to improve the accuracy and reliability of traffic predictions.

deep learning
traffic forecasting
spatio-temporal
modeling
AI
big data

22,871 papers

Parent topic: Smart Transportation Systems

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Papers Over Time

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Top Papers

Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework For Traffic Forecasting

2018 · 2,089 citations

Attention Based Spatial-Temporal Graph Convolutional Networks For Traffic Flow Forecasting

2019 · 1,566 citations

Deep Spatio-Temporal Residual Networks For Citywide Crowd Flows Prediction

2017 · 1,151 citations

Self-Organized Pedestrian Crowd Dynamics: Experiments, Simulations, And Design Solutions

2005 · 1,138 citations

Traffic Flow Prediction With Big Data: A Deep Learning Approach

2014 · 891 citations

Short-term Traffic Forecasting: Where We Are And Where We’Re Going

2014 · 884 citations

Deep Learning For Short-Term Traffic Flow Prediction

2017 · 756 citations

Big Data Analytics In Intelligent Transportation Systems: A Survey

2019 · 744 citations

A Hybrid Deep Learning Based Traffic Flow Prediction Method And Its Understanding

2018 · 571 citations

Predicting Taxi–Passenger Demand Using Streaming Data

2013 · 546 citations

Real-time Road Traffic Prediction With Spatio-Temporal Correlations

2011 · 541 citations

High-Resolution Air Pollution Mapping With Google Street View Cars: Exploiting Big Data

2017 · 539 citations

Freeway Ramp Metering: An Overview

2002 · 510 citations

Mining Smart Card Data For Transit Riders’ Travel Patterns

2013 · 483 citations

Modeling Crowd Evacuation Of A Building Based On Seven Methodological Approaches

2009 · 456 citations

Internet Of Vehicles In Big Data Era

2018 · 455 citations

The Promises Of Big Data And Small Data For Travel Behavior (Aka Human Mobility) Analysis

2016 · 425 citations

Short-Term Prediction Of Traffic Volume In Urban Arterials

1995 · 422 citations

A Review Of Machine Learning And IoT In Smart Transportation

2019 · 417 citations

Application Of Subset Autoregressive Integrated Moving Average Model For Short-Term Freeway Traffic Volume Forecasting

1999 · 409 citations