Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes Dec 27, 2023 Management Outlier Detection
Code Code Available 5 TraffNet: Learning Causality of Traffic Generation for What-if Prediction Mar 28, 2023 Decision Making Management
Code Code Available 5 TrafFormer: A Transformer Model for Predicting Long-term Traffic Feb 24, 2023 Prediction Traffic Prediction
Code Code Available 5 Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data Jan 26, 2019 GPU Traffic Prediction
Code Code Available 5 Uncertainty-aware Traffic Prediction under Missing Data Sep 13, 2023 Decision Making Graph Neural Network
Code Code Available 5 Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Nov 18, 2024 Attribute Traffic Prediction
Code Code Available 5 A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction Nov 2, 2021 Classification Crash injury severity
Code Code Available 5 Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning Jul 25, 2019 Decoder Diversity
Code Code Available 5 Are Graphs and GCNs necessary for short-term metro ridership forecasting? Jun 6, 2024 Decoder Prediction
Code Code Available 5 Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting Aug 29, 2024 Traffic Prediction
Code Code Available 5 Expected Information Maximization: Using the I-Projection for Mixture Density Estimation Jan 23, 2020 Density Estimation Traffic Prediction
Code Code Available 5 Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data Aug 9, 2021 Management Prediction
Code Code Available 5 Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction Nov 15, 2023 Graph Learning Prediction
— Unverified 0 Spatio-Temporal Graph Structure Learning for Traffic Forecasting Apr 3, 2020 Graph structure learning Time Series
— Unverified 0 Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery Apr 23, 2018 Decoder Epidemiology
— Unverified 0 Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks May 7, 2017 motion prediction Traffic Prediction
— Unverified 0 Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Aug 23, 2024 Prediction Traffic Prediction
— Unverified 0 SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer Oct 21, 2024 Meta-Learning Traffic Prediction
— Unverified 0 Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values May 24, 2020 Imputation Missing Values
— Unverified 0 STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction Dec 23, 2024 Feature Engineering Graph Attention
— Unverified 0 STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction Oct 31, 2023 Domain Adaptation Few-Shot Learning
— Unverified 0 STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Apr 10, 2025 Computational Efficiency Prediction
— Unverified 0 ST-ExpertNet: A Deep Expert Framework for Traffic Prediction May 5, 2022 Mixture-of-Experts Prediction
— Unverified 0 STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph Oct 30, 2022 Prediction Traffic Prediction
— Unverified 0 STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Dec 4, 2021 Position Time Series Analysis
— Unverified 0 ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction Apr 24, 2024 Computational Efficiency Mamba
— Unverified 0 STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting Apr 8, 2024 Traffic Prediction
— Unverified 0 Strada-LLM: Graph LLM for traffic prediction Oct 28, 2024 Domain Adaptation Prediction
— Unverified 0 ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction Apr 20, 2024 Computational Efficiency Mamba
— Unverified 0 ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling Mar 13, 2019 Graph Learning Time Series
— Unverified 0 Survey of Federated Learning Models for Spatial-Temporal Mobility Applications May 9, 2023 Community Detection Federated Learning
— Unverified 0 TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling Jan 6, 2024 Graph Neural Network Prediction
— Unverified 0 The Learning and Prediction of Application-level Traffic Data in Cellular Networks Jun 15, 2016 Dictionary Learning Prediction
— Unverified 0 Towards an Ensemble Regressor Model for Anomalous ISP Traffic Prediction May 3, 2022 Management Outlier Detection
— Unverified 0 Towards Fine Grained Network Flow Prediction Aug 20, 2018 Prediction Traffic Prediction
— Unverified 0 Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction Aug 15, 2022 Graph Embedding Prediction
— Unverified 0 TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models Mar 4, 2024 Few-Shot Learning Graph Embedding
— Unverified 0 Traffic4cast 2020 -- Graph Ensemble Net and the Importance of Feature And Loss Function Design for Traffic Prediction Dec 3, 2020 Traffic Prediction
— Unverified 0 Traffic-Aware Service Relocation in Cloud-Oriented Elastic Optical Networks May 17, 2021 Decision Making Traffic Prediction
— Unverified 0 Traffic Flow Combination Forecasting Method Based on Improved LSTM and ARIMA Jun 25, 2019 Prediction Time Series
— Unverified 0 TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework May 8, 2024 Prediction Traffic Prediction
— Unverified 0 Traffic Prediction Based on Random Connectivity in Deep Learning with Long Short-Term Memory Nov 8, 2017 Traffic Prediction
— Unverified 0 Traffic Prediction considering Multiple Levels of Spatial-temporal Information: A Multi-scale Graph Wavelet-based Approach Jun 18, 2024 Traffic Prediction
— Unverified 0 Traffic Prediction in Cellular Networks using Graph Neural Networks Jan 30, 2023 Traffic Prediction
— Unverified 0 Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities May 31, 2023 Prediction Time Series
— Unverified 0 Traffic Prediction with Transfer Learning: A Mutual Information-based Approach Mar 13, 2023 Graph Reconstruction Management
— Unverified 0 TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents Nov 6, 2018 Autonomous Vehicles Navigate
— Unverified 0 Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting Jun 11, 2020 Machine Translation Time Series
— Unverified 0 Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Jun 19, 2022 Management Time Series
— Unverified 0 TrafPS: A Shapley-based Visual Analytics Approach to Interpret Traffic Mar 7, 2024 Decision Making Management
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