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Jun 28, 2019 - Python
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traffic-flow-forecasting
Here are 24 public repositories matching this topic...
Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).
timeseries time-series neural-network mxnet tensorflow cnn pytorch transformer lstm forecasting attention gcn traffic-prediction time-series-forecasting timeseries-forecasting traffic-flow-prediction traffic-flow-forecasting traffic-forecasting
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Nov 10, 2023 - TeX
A PyTorch implementation of T-GCN
deep-learning pytorch spatio-temporal-prediction traffic-flow-prediction traffic-flow-forecasting pytorch-lightning
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Apr 16, 2023 - Python
[CIKM 2022] Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"
time-series traffic transfer-learning spatio-temporal adversarial-learning traffic-prediction time-series-forecasting urban-computing traffic-flow-forecasting spatial-temporal-forecasting traffic-forecasting cikm2022
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Jan 28, 2023 - Python
Long Short-Term Memory(LSTM) is a particular type of Recurrent Neural Network(RNN) that can retain important information over time using memory cells. This project includes understanding and implementing LSTM for traffic flow prediction along with the introduction of traffic flow prediction, Literature review, methodology, etc.
deep-learning traffic lstm long-short-term-memory lstm-neural-network traffic-flow-prediction traffic-flow-forecasting traffic-flow-modeling
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Dec 24, 2024 - Jupyter Notebook
A time series task- predicting traffic flow using LSTM model
python time-series neural-network recurrent-neural-networks lstm traffic-flow-prediction traffic-flow-forecasting
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Jun 6, 2020 - Jupyter Notebook
Multi-Attention Temporal Graph Convolution Network for Traffic Flow Forecasting
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Oct 4, 2022 - Python
ASTGCN, LSTM, GCN LSTM with fused result from previous week, day, hour
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Sep 29, 2022 - Jupyter Notebook
traffic flow prediction
deep-learning time-series-analysis spatio-temporal-data graph-neural-networks traffic-flow-forecasting
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Aug 14, 2023 - Python
The repository gives case studies on short-term traffic flow forecasting strategies within the scope of my master thesis.
lstm xgboost qrnn svr quantile-regression traffic-flow-forecasting hybrid-models arima-models qra seasonal-forecast qrlstm
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Mar 2, 2023 - Jupyter Notebook
基于计算机视觉的交通场景智能应用（流量预测部分）
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Mar 29, 2021 - HTML
Official repo for the following paper: Traffic Forecasting on New Roads Unseen in the Training Data Using Spatial Contrastive Pre-Training (SCPT) (ECML PKDD DAMI '23)
timeseries time-series neural-network traffic cnn pytorch forecasting forecasting-models gcn traffic-prediction traffic-flow pytorch-cnn traffic-flow-prediction cnn-pytorch traffic-flow-forecasting forecasting-time-series traffic-forecasting simclr contrastive-learning
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Jul 3, 2024 - Python
ML/DL-based small DIY projects.
python machine-learning sentiment-analysis numpy scikit-learn keras pandas pytorch recurrent-neural-networks lstm stock-price-prediction artificial-neural-networks matplotlib fastai pytorch-cnn autoencoders-fashionmnist pytorch-implementation traffic-flow-forecasting
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Apr 20, 2023 - Jupyter Notebook
traffic flow prediction
deep-learning time-series-analysis spatio-temporal-data graph-neural-networks traffic-flow-forecasting
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Aug 14, 2023 - Python
Deep neural networks for daily long-term traffic flow forecasting
deep-learning tensorflow intelligent-transportation-systems time-series-analysis deep-neural-network traffic-flow-forecasting contextual-factors
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Jan 22, 2021 - Python
Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).
ode traffic-flow-prediction traffic-flow-forecasting spatial-temporal-forecasting nerual-differential-equations aaai2022 libcity
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Mar 25, 2022 - Python
traffic flow prediction
deep-learning time-series-analysis spatio-temporal-data graph-neural-networks traffic-flow-forecasting
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Aug 14, 2023 - Python
traffic flow prediction
deep-learning time-series-analysis spatio-temporal-data graph-neural-networks traffic-flow-forecasting
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Apr 20, 2023 - Python
2022年讯飞开发者大赛-考虑时空依赖及全局要素的城市道路交通流量预测挑战赛-Top3解决方案
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Nov 16, 2022 - Python
traffic flow prediction
deep-learning time-series-analysis spatio-temporal-data graph-neural-networks traffic-flow-forecasting
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Aug 14, 2023 - Python
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