Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Jun 19, 2022 Management Time Series
— Unverified 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 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 Towards an Ensemble Regressor Model for Anomalous ISP Traffic Prediction May 3, 2022 Management Outlier Detection
— Unverified An Empirical Study on Internet Traffic Prediction Using Statistical Rolling Model May 3, 2022 Future prediction Prediction
— Unverified Learning spatiotemporal features from incomplete data for traffic flow prediction using hybrid deep neural networks Apr 21, 2022 Imputation Missing Values
— Unverified TrafPS: A Visual Analysis System Interpreting Traffic Prediction in Shapley Mar 11, 2022 Decision Making Prediction
— Unverified 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 A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework Feb 14, 2022 Traffic Prediction
— Unverified 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 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 Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies Nov 3, 2021 Management Prediction
— Unverified Energy and Resource Efficiency by User Traffic Prediction and Classification in Cellular Networks Nov 2, 2021 feature selection Management
— 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 Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks Nov 1, 2021 Molecular Property Prediction Property Prediction
— Unverified Traffic Forecasting on Traffic Moving Snippets Oct 27, 2021 Traffic Prediction
Code Code Available DetectorNet: Transformer-enhanced Spatial Temporal Graph Neural Network for Traffic Prediction Oct 19, 2021 Graph Neural Network Traffic Prediction
— Unverified 5G Traffic Prediction with Time Series Analysis Oct 7, 2021 Classification Prediction
— Unverified PredictionNet: Real-Time Joint Probabilistic Traffic Prediction for Planning, Control, and Simulation Sep 23, 2021 Autonomous Driving GPU
— Unverified Short-term traffic prediction using physics-aware neural networks Sep 21, 2021 Traffic Prediction
— Unverified Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Sep 11, 2021 Traffic Prediction
— Unverified Spatially Focused Attack against Spatiotemporal Graph Neural Networks Sep 10, 2021 Management Traffic Prediction
— Unverified LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis Aug 14, 2021 Graph Neural Network Privacy Preserving
— Unverified 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 A Learning-Based Fast Uplink Grant for Massive IoT via Support Vector Machines and Long Short-Term Memory Aug 2, 2021 Traffic Prediction
— Unverified A Novel Method for Analyzing Weather Effect on Smart City Traffic Jul 5, 2021 Traffic Prediction
— Unverified Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting Jul 4, 2021 Decoder Traffic Prediction
Code Code Available Conditional Temporal Neural Processes with Covariance Loss Jun 22, 2021 Time Series Forecasting Traffic Prediction
Code Code Available QFCNN: Quantum Fourier Convolutional Neural Network Jun 19, 2021 image-classification Image Classification
— Unverified Traffic-Aware Service Relocation in Cloud-Oriented Elastic Optical Networks May 17, 2021 Decision Making Traffic Prediction
— Unverified Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Apr 27, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available Applications of Artificial Intelligence, Machine Learning and related techniques for Computer Networking Systems Apr 21, 2021 Anomaly Detection BIG-bench Machine Learning
— Unverified Multi-fold Correlation Attention Network for Predicting Traffic Speeds with Heterogeneous Frequency Apr 19, 2021 Traffic Prediction
— Unverified Adversarial Diffusion Attacks on Graph-based Traffic Prediction Models Apr 19, 2021 Adversarial Attack Management
Code Code Available Bayesian Graph Convolutional Network for Traffic Prediction Apr 1, 2021 Prediction Traffic Prediction
— Unverified Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction Mar 10, 2021 Management Prediction
— Unverified Event-Driven Source Traffic Prediction in Machine-Type Communications Using LSTM Networks Jan 12, 2021 Prediction Traffic Prediction
— Unverified Modeling Spatial Nonstationarity via Deformable Convolutions for Deep Traffic Flow Prediction Jan 8, 2021 Prediction Traffic Prediction
— Unverified A Graph Convolutional Network with Signal Phasing Information for Arterial Traffic Prediction Dec 25, 2020 Prediction Traffic Prediction
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