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GitHub topics: traffic-flow-prediction

blaz-cerpnjak/traffic-flow-prediction

🌎 🚙📚 Predicting travel times and traffic density on a highway in Slovenia

Language: CSS - Size: 10.6 MB - Last synced: about 10 hours ago - Pushed: about 11 hours ago - Stars: 1 - Forks: 0

HKUDS/FlashST

[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"

Language: Python - Size: 20.1 MB - Last synced: 5 days ago - Pushed: 5 days ago - Stars: 18 - Forks: 1

LibCity/Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

Language: Python - Size: 39.3 MB - Last synced: 11 days ago - Pushed: 12 days ago - Stars: 842 - Forks: 154

wengwenchao123/DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

Language: Python - Size: 21.8 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 49 - Forks: 12

LibCity/M-LibCity

M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore

Language: Python - Size: 189 KB - Last synced: 11 days ago - Pushed: about 2 months ago - Stars: 2 - Forks: 1

ConstancaElias/traffic-flow-sensoring

Ambient Sensorization Techniques to monitor the traffic flow in Braga

Language: Jupyter Notebook - Size: 4.51 MB - Last synced: about 2 months ago - Pushed: almost 3 years ago - Stars: 1 - Forks: 2

zouguojian/Traffic-flow-prediction

This work considers combine multi-tricks with highway network to achieve traffic flow prediction accurately.

Language: Python - Size: 452 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 13 - Forks: 3

allenwoods/pattern-sensitive-network

A Pytorch Implementation of Pattern Sensitive Network (PSN)

Size: 2.93 KB - Last synced: 2 months ago - Pushed: about 5 years ago - Stars: 2 - Forks: 0

thenomaniqbal/Traffic-flow-prediction

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.

Language: Jupyter Notebook - Size: 4.25 MB - Last synced: 2 months ago - Pushed: over 1 year ago - Stars: 11 - Forks: 0

aptx1231/Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

Size: 243 MB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 209 - Forks: 55

aprbw/traffic_prediction

Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).

Language: TeX - Size: 685 KB - Last synced: 4 months ago - Pushed: 7 months ago - Stars: 248 - Forks: 46

Echo-Ji/ST-SSL

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

Language: Python - Size: 15 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 107 - Forks: 24

AnhHoang0529/realtime-traffic-flow-prediction Fork of HaDung2002/realtime-traffic-flow-prediction

A project leverages external data (traffic incidents, weather) to predict traffic flow. Graph is used to model the complex relationship of data.

Language: Jupyter Notebook - Size: 4.49 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 1 - Forks: 0

zhiyongc/Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

Language: Jupyter Notebook - Size: 8.69 MB - Last synced: 7 months ago - Pushed: over 4 years ago - Stars: 348 - Forks: 117

xiaoxiong74/TrafficFlowForecasting

Some TrafficFlowForecasting Solutions(交通流量预测解决方案)

Size: 71.7 MB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 240 - Forks: 75

xiaochus/TrafficFlowPrediction

Traffic Flow Prediction with Neural Networks(SAEs、LSTM、GRU).

Language: Python - Size: 6.13 MB - Last synced: 8 months ago - Pushed: 10 months ago - Stars: 447 - Forks: 219

zhengchuanpan/DeepSTD

DeepSTD: Mining Spatio-temporal Disturbances of Multiple Context Factors for Citywide Traffic Flow Prediction

Language: Python - Size: 9.6 MB - Last synced: 5 months ago - Pushed: over 2 years ago - Stars: 6 - Forks: 1

cruiseresearchgroup/forecasting-on-new-roads

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)

Language: Python - Size: 5.47 MB - Last synced: 5 months ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

wangz315/ClusterPredictTrafficFlow

Predict traffic flow by affinity propagation clustering and LSTM

Language: Python - Size: 21.5 KB - Last synced: about 2 months ago - Pushed: almost 2 years ago - Stars: 5 - Forks: 0

yanganYNU/AFFGCN

Attention Feature Fusion base on spatial-temporal Graph Convolutional Network(AFFGCN)

Language: Python - Size: 144 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 25 - Forks: 1

HowardZorn/ST-MAN

ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)

Language: Python - Size: 18.6 KB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 1 - Forks: 0

BUAABIGSCity/PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

Language: Python - Size: 8.33 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 74 - Forks: 16

martinwhl/T-GCN-PyTorch

A PyTorch implementation of T-GCN

Language: Python - Size: 3.06 MB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 29 - Forks: 5

shakibyzn/Traffic-flow-prediction

A time series task- predicting traffic flow using LSTM model

Language: Jupyter Notebook - Size: 736 KB - Last synced: over 1 year ago - Pushed: about 4 years ago - Stars: 13 - Forks: 4

FIBLAB/DeepSTN

Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis

Language: Python - Size: 4.47 MB - Last synced: about 1 year ago - Pushed: about 4 years ago - Stars: 54 - Forks: 19

ZhengPeng7/Predict_Trafficflow_by_LSTM_in_Keras

Predict traffic flow data by lstm in Keras

Language: Python - Size: 272 KB - Last synced: over 1 year ago - Pushed: about 6 years ago - Stars: 6 - Forks: 3

henriquejosefaria/CSC

This project is intended to create, develop and tune a neural network to predict traffic flow. The data provided was intended to be a list of log records written every 1 hour about the city of Braga, Portugal containing information about temperature, humidity, rain, traffic flow, etc. The data was incomplete, days were missing, there were hour gaps and corrupted information. All the data was treated to the best of my and my coworkers abilities.

Language: Python - Size: 81.5 MB - Last synced: about 1 year ago - Pushed: about 4 years ago - Stars: 3 - Forks: 0

aptx1231/STDEN Fork of Echo-Ji/STDEN

Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).

Size: 205 KB - Last synced: over 1 year ago - Pushed: about 2 years ago - Stars: 3 - Forks: 0

aptx1231/iFLYTEK-Traffic-Flow-Challenge

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

Language: Python - Size: 2.34 MB - Last synced: over 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

Arpith01/Traffic-flow-prediction

Traffic flow prediction using Spatio-Temporal Residual Networks

Language: Jupyter Notebook - Size: 9.58 MB - Last synced: over 1 year ago - Pushed: about 3 years ago - Stars: 4 - Forks: 0

paulwong16/TrafficMapForecasting

Submitted to Introduction to Machine Learning (CS480/680, 2020 Spring).

Language: Python - Size: 1.41 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 1 - Forks: 0

cnrkaya/traffic-flow-estimation-cnn

Bilgisayar Mühendisliği Bölümü Bilgisayar (Ara) Projesi

Size: 1.63 MB - Last synced: over 1 year ago - Pushed: over 4 years ago - Stars: 2 - Forks: 0

Related Keywords
traffic-flow-prediction 32 traffic-prediction 10 spatio-temporal-prediction 9 traffic-forecasting 8 lstm 7 deep-learning 7 traffic-flow-forecasting 7 traffic 6 spatio-temporal 4 libcity 4 traffic-speed-prediction 4 cnn 4 pytorch 4 gcn 4 neural-network 4 trajectory-prediction 3 traffic-accident-prediction 3 graph-neural-networks 3 time-series 3 transformer 2 timeseries-forecasting 2 traffic-flow 2 timeseries 2 forecasting 2 time-series-prediction 2 representation-learning 2 pytorch-implementation 2 on-demand-service 2 contrastive-learning 2 map-matching 2 eta 2 estimated-time-of-arrival 2 spatial-temporal-forecasting 2 tensorflow 2 travel-time-prediction 2 recurrent-neural-networks 2 gru 2 graph-convolutional-networks 2 machine-learning 2 project-report 1 forecasting-time-series 1 affinity-propagation 1 simclr 1 pytorch-cnn 1 forecasting-models 1 cnn-pytorch 1 context-factors 1 saes 1 traffic-graph-convolution 1 graph 1 t-gcn 1 kafka 1 big-data 1 spatio-temporal-data 1 self-supervised-learning 1 junior-project 1 resnet 1 keras-tensorflow 1 iflytek 1 ode 1 nerual-differential-equations 1 aaai2022 1 crowd-flow-prediction 1 aaai2019 1 python 1 pytorch-lightning 1 self-attention 1 multivariate-time-series-prediction 1 kshape 1 graph-transformer 1 dtw 1 aaai2023 1 spatiotemporal-data-analysis 1 onehot-encoding 1 multimodal-deep-learning 1 feature-fusion-network 1 attention-mechanism 1 lstm-neural-networks 1 clustering-algorithm 1 spatio-temporal-attention 1 spatial-attention 1 physical-modeling 1 multi-task-learning 1 generative-inference 1 baselines 1 tomtom-api 1 decision-trees 1 spatio-temporal-modeling 1 toolkit 1 od-matrix 1 urban-computing 1 smart-cities 1 prompt-tuning 1 pre-training 1 onnxruntime 1 onnx-models 1 onnx 1 mlflow-tracking 1 evidently 1 robustness 1