Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
Code Code Available Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data Jun 23, 2020 Traffic Prediction
— Unverified Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting Jun 11, 2020 Machine Translation Time Series
— Unverified Improved Performance of BitTorrent Traffic Prediction Using Kalman Filter Jun 9, 2020 Prediction Traffic Prediction
— Unverified Spatial-Temporal Dynamic Graph Attention Networks for Ride-hailing Demand Prediction Jun 7, 2020 Graph Attention Prediction
— Unverified Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values May 24, 2020 Imputation Missing Values
— Unverified Learning to Recommend Signal Plans under Incidents with Real-Time Traffic Prediction May 21, 2020 Decision Making Management
— Unverified An Effective Dynamic Spatio-temporal Framework with Multi-Source Information for Traffic Prediction May 8, 2020 Management Prediction
— Unverified Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions Apr 18, 2020 Deep Learning Prediction
— Unverified Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting Apr 3, 2020 Management Traffic Prediction
Code Code Available Spatio-Temporal Graph Structure Learning for Traffic Forecasting Apr 3, 2020 Graph structure learning Time Series
— Unverified A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction Mar 31, 2020 Spatio-Temporal Forecasting Time Series
Code Code Available Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Mar 19, 2020 Clustering Federated Learning
Code Code Available BuildSenSys: Reusing Building Sensing Data for Traffic Prediction with Cross-domain Learning Mar 11, 2020 Traffic Prediction
— Unverified QTIP: Quick simulation-based adaptation of Traffic model per Incident Parameters Mar 9, 2020 Prediction Traffic Prediction
Code Code Available Machine Learning for Predictive Deployment of UAVs with Multiple Access Mar 2, 2020 BIG-bench Machine Learning Traffic Prediction
— Unverified DALC: Distributed Automatic LSTM Customization for Fine-Grained Traffic Speed Prediction Jan 24, 2020 Prediction Traffic Prediction
— Unverified Expected Information Maximization: Using the I-Projection for Mixture Density Estimation Jan 23, 2020 Density Estimation Traffic Prediction
Code Code Available Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Jan 9, 2020 Traffic Prediction
Code Code Available Nonlinear Traffic Prediction as a Matrix Completion Problem with Ensemble Learning Jan 8, 2020 Ensemble Learning Management
— Unverified Incrementally Improving Graph WaveNet Performance on Traffic Prediction Dec 11, 2019 Graph Neural Network Prediction
Code Code Available On model selection for scalable time series forecasting in transport networks Nov 29, 2019 Clustering Deep Learning
— Unverified Graph Convolution Networks for Probabilistic Modeling of Driving Acceleration Nov 22, 2019 Prediction Traffic Prediction
— Unverified VLUC: An Empirical Benchmark for Video-Like Urban Computing on Citywide Crowd and Traffic Prediction Nov 16, 2019 Management Traffic Prediction
— Unverified GMAN: A Graph Multi-Attention Network for Traffic Prediction Nov 11, 2019 Decoder Image Dehazing
Code Code Available Regularized Deep Networks in Intelligent Transportation Systems: A Taxonomy and a Case Study Nov 8, 2019 Clustering Decision Making
— Unverified Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction Oct 24, 2019 Action Recognition Decoder
Code Code Available Dynamic Spatial-Temporal Representation Learning for Traffic Flow Prediction Sep 2, 2019 Representation Learning Traffic Prediction
Code Code Available Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning Jul 25, 2019 Decoder Diversity
Code Code Available Forecasting Mobile Traffic with Spatiotemporal correlation using Deep Regression Jul 25, 2019 Image-to-Image Regression Management
— Unverified Traffic Flow Combination Forecasting Method Based on Improved LSTM and ARIMA Jun 25, 2019 Prediction Time Series
— Unverified Revisiting Flow Information for Traffic Prediction Jun 3, 2019 Prediction Traffic Prediction
— Unverified Cellular Traffic Prediction and Classification: a comparative evaluation of LSTM and ARIMA Jun 3, 2019 General Classification Prediction
— Unverified Graph WaveNet for Deep Spatial-Temporal Graph Modeling May 31, 2019 Graph Neural Network Relation
Code Code Available STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting May 24, 2019 Demand Forecasting Graph-to-Sequence
Code Code Available Forecasting Wireless Demand with Extreme Values using Feature Embedding in Gaussian Processes May 15, 2019 Gaussian Processes Traffic Prediction
— Unverified User Traffic Prediction for Proactive Resource Management: Learning-Powered Approaches May 9, 2019 BIG-bench Machine Learning Future prediction
— Unverified Understanding Urban Dynamics via Context-aware Tensor Factorization with Neighboring Regularization Apr 25, 2019 Traffic Prediction
— Unverified Position-Aware Convolutional Networks for Traffic Prediction Apr 12, 2019 Management Position
— Unverified Spatio-Temporal Deep Graph Infomax Apr 12, 2019 Representation Learning Traffic Prediction
— Unverified ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling Mar 13, 2019 Graph Learning Time Series
— Unverified Graph Neural Networks for Modelling Traffic Participant Interaction Mar 4, 2019 Graph Neural Network Prediction
— Unverified 3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting Mar 3, 2019 4D Spatio Temporal Semantic Segmentation Time Series
— Unverified Short-term Road Traffic Prediction based on Deep Cluster at Large-scale Networks Feb 25, 2019 Clustering Deep Clustering
— Unverified Structural Recurrent Neural Network for Traffic Speed Prediction Feb 18, 2019 Prediction Time Series
Code Code Available Wireless Traffic Prediction with Scalable Gaussian Process: Framework, Algorithms, and Verification Feb 13, 2019 Prediction regression
— Unverified Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data Jan 26, 2019 GPU Traffic Prediction
Code Code Available Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting Jan 20, 2019 Prediction Traffic Prediction
Code Code Available Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation Dec 20, 2018 Gaussian Processes Imputation
— Unverified 