Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model Sep 8, 2022 Diversity Node Clustering
— Unverified HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting Sep 5, 2022 Traffic Prediction
— Unverified STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Sep 1, 2022 Physics-informed machine learning Spatio-Temporal Forecasting
Code Code Available Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction Aug 15, 2022 Graph Embedding Prediction
— Unverified Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Aug 10, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Short Duration Traffic Flow Prediction Using Kalman Filtering Aug 6, 2022 Management Prediction
— Unverified Spatial-Temporal Feature Extraction and Evaluation Network for Citywide Traffic Condition Prediction Jul 22, 2022 Scheduling Traffic Prediction
— Unverified Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Jul 22, 2022 graph construction Representation Learning
Code Code Available NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction Jul 4, 2022 Graph Neural Network Prediction
— Unverified Using support vector regression and K-nearest neighbors for short-term traffic flow prediction based on maximal information coefficient Jun 23, 2022 Management Prediction
— Unverified Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Jun 19, 2022 Management Time Series
— Unverified Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Jun 18, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Jun 18, 2022 Graph Learning Graph Neural Network
Code Code Available Energy-Efficient Wake-Up Signalling for Machine-Type Devices Based on Traffic-Aware Long-Short Term Memory Prediction Jun 13, 2022 Efficient Neural Network Traffic Prediction
— Unverified Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction Jun 1, 2022 Meta-Learning regression
— Unverified A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic Prediction
Code Code Available A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting May 20, 2022 Graph Neural Network Traffic Prediction
Code Code Available Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting May 18, 2022 Traffic Prediction
Code Code Available A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism May 10, 2022 Management Prediction
— Unverified Transfer Learning Based Efficient Traffic Prediction with Limited Training Data May 9, 2022 Decoder Management
— Unverified Wavelet-Based Hybrid Machine Learning Model for Out-of-distribution Internet Traffic Prediction May 9, 2022 BIG-bench Machine Learning Hybrid Machine Learning
— Unverified ST-ExpertNet: A Deep Expert Framework for Traffic Prediction May 5, 2022 Mixture-of-Experts Prediction
— Unverified Deep Sequence Modeling for Anomalous ISP Traffic Prediction May 3, 2022 Outlier Detection Prediction
— Unverified An Empirical Study on Internet Traffic Prediction Using Statistical Rolling Model May 3, 2022 Future prediction Prediction
— Unverified Towards an Ensemble Regressor Model for Anomalous ISP Traffic Prediction May 3, 2022 Management Outlier Detection
— Unverified Learning spatiotemporal features from incomplete data for traffic flow prediction using hybrid deep neural networks Apr 21, 2022 Imputation Missing Values
— Unverified Implementation and Experimental Validation of Data-Driven Predictive Control for Dissipating Stop-and-Go Waves in Mixed Traffic Apr 7, 2022 Autonomous Vehicles Traffic Prediction
Code Code Available TrafPS: A Visual Analysis System Interpreting Traffic Prediction in Shapley Mar 11, 2022 Decision Making Prediction
— Unverified Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mar 8, 2022 Management Open-Ended Question Answering
Code Code Available A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation Feb 25, 2022 Management Traffic Prediction
— Unverified PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting Feb 18, 2022 Time Series Analysis Traffic Prediction
— Unverified Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Feb 17, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework Feb 14, 2022 Traffic Prediction
— Unverified A Graph-based U-Net Model for Predicting Traffic in unseen Cities Feb 11, 2022 Management Traffic Prediction
Code Code Available Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available Structured Time Series Prediction without Structural Prior Feb 7, 2022 Domain Adaptation Prediction
Code Code Available SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers Jan 17, 2022 Decoder Management
Code Code Available Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM) Jan 15, 2022 Traffic Prediction
Code Code Available GridTuner: Reinvestigate Grid Size Selection for Spatiotemporal Prediction Models [Technical Report] Jan 10, 2022 Prediction Traffic Prediction
— Unverified A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems Jan 3, 2022 Clustering Graph Neural Network
Code Code Available A novel stacking framework based on hybrid of gradient boosting-adaptive boosting-multilayer perceptron for crash injury severity prediction and analysis Dec 17, 2021 Crash injury severity Ensemble Learning
Code Code Available Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Dec 4, 2021 Position Time Series Analysis
— Unverified Wavelet‐attention‐based traffic prediction for smart cities Nov 25, 2021 Prediction Time Series
— Unverified Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet Nov 10, 2021 Traffic Prediction
Code Code Available LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies Nov 3, 2021 Management Prediction
— Unverified A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction Nov 2, 2021 Classification Crash injury severity
Code Code Available Energy and Resource Efficiency by User Traffic Prediction and Classification in Cellular Networks Nov 2, 2021 feature selection Management
— Unverified Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks Nov 1, 2021 Molecular Property Prediction Property Prediction
— Unverified 