Uncertainty Intervals for Graph-based Spatio-Temporal Traffic Prediction Dec 9, 2020 Density Estimation Prediction
— Unverified Traffic flow prediction using Deep Sedenion Networks Dec 7, 2020 Multi-Task Learning Prediction
Code Code Available Traffic4cast 2020 -- Graph Ensemble Net and the Importance of Feature And Loss Function Design for Traffic Prediction Dec 3, 2020 Traffic Prediction
— Unverified AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting Nov 22, 2020 Attribute Traffic Prediction
— Unverified Bayesian Spatio-Temporal Graph Convolutional Network for Traffic Forecasting Oct 15, 2020 Traffic Prediction
— Unverified From Twitter to Traffic Predictor: Next-Day Morning Traffic Prediction Using Social Media Data Sep 29, 2020 Management Traffic Prediction
— Unverified Demystifying Deep Learning in Predictive Spatio-Temporal Analytics: An Information-Theoretic Framework Sep 14, 2020 Deep Learning Disease Prediction
— Unverified Particle Swarm Optimized Federated Learning For Industrial IoT and Smart City Services Sep 5, 2020 Federated Learning global-optimization
— Unverified Short-term Traffic Prediction with Deep Neural Networks: A Survey Aug 28, 2020 Meta-Learning Survey
— Unverified IGANI: Iterative Generative Adversarial Networks for Imputation with Application to Traffic Data Aug 11, 2020 Imputation Management
— Unverified Revisiting the Modifiable Areal Unit Problem in Deep Traffic Prediction with Visual Analytics Jul 30, 2020 Prediction Traffic Prediction
— Unverified Traffic Prediction Framework for OpenStreetMap using Deep Learning based Complex Event Processing and Open Traffic Cameras Jul 12, 2020 object-detection Object Detection
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 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 Spatio-Temporal Graph Structure Learning for Traffic Forecasting Apr 3, 2020 Graph structure learning Time Series
— Unverified 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 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 Forecasting Mobile Traffic with Spatiotemporal correlation using Deep Regression Jul 25, 2019 Image-to-Image Regression Management
— Unverified Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning Jul 25, 2019 Decoder Diversity
Code Code Available Traffic Flow Combination Forecasting Method Based on Improved LSTM and ARIMA Jun 25, 2019 Prediction Time Series
— Unverified Cellular Traffic Prediction and Classification: a comparative evaluation of LSTM and ARIMA Jun 3, 2019 General Classification Prediction
— Unverified Revisiting Flow Information for Traffic Prediction Jun 3, 2019 Prediction Traffic Prediction
— Unverified 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 Spatio-Temporal Deep Graph Infomax Apr 12, 2019 Representation Learning Traffic Prediction
— Unverified Position-Aware Convolutional Networks for Traffic Prediction Apr 12, 2019 Management Position
— 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 