GitHub topics: traffic-flow-prediction
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 at: about 20 hours ago - Pushed at: over 2 years ago - Stars: 260 - Forks: 58

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 at: 12 days ago - Pushed at: over 1 year ago - Stars: 288 - Forks: 46

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: 5.44 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 4

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: 7.31 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 31 - Forks: 5

LibCity/Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
Language: Python - Size: 39.3 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 962 - Forks: 169

Echo-Ji/ST-SSL
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
Language: Python - Size: 14.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 158 - Forks: 29

wengwenchao123/DDGCRN
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
Language: Python - Size: 21.8 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 69 - Forks: 14

zhiyongc/Graph_Convolutional_LSTM
Traffic Graph Convolutional Recurrent Neural Network
Language: Jupyter Notebook - Size: 8.69 MB - Last synced at: 5 months ago - Pushed at: over 5 years ago - Stars: 383 - Forks: 120

yanganYNU/AFFGCN
Attention Feature Fusion base on spatial-temporal Graph Convolutional Network(AFFGCN)
Language: Python - Size: 144 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 36 - Forks: 1

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 at: 9 months ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0

blaz-cerpnjak/traffic-flow-prediction
🌎 🚙📚 Predicting travel times and traffic density on a highway in Slovenia
Language: CSS - Size: 10.6 MB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

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 at: 12 months ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 3

HKUDS/FlashST
[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
Language: Python - Size: 20.1 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 22 - Forks: 1

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 at: 11 months ago - Pushed at: about 1 year 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 at: 12 months ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 2

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 at: 11 months ago - Pushed at: about 5 years ago - Stars: 62 - Forks: 22

allenwoods/pattern-sensitive-network
A Pytorch Implementation of Pattern Sensitive Network (PSN)
Size: 2.93 KB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 2 - Forks: 0

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 at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

xiaoxiong74/TrafficFlowForecasting
Some TrafficFlowForecasting Solutions(交通流量预测解决方案)
Size: 71.7 MB - Last synced at: over 1 year ago - Pushed at: over 4 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 at: over 1 year ago - Pushed at: over 1 year 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 at: over 1 year ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

wangz315/ClusterPredictTrafficFlow
Predict traffic flow by affinity propagation clustering and LSTM
Language: Python - Size: 21.5 KB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 0

HowardZorn/ST-MAN
ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)
Language: Python - Size: 18.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year 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 at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 74 - Forks: 16

martinwhl/T-GCN-PyTorch
A PyTorch implementation of T-GCN
Language: Python - Size: 3.06 MB - Last synced at: about 2 years ago - Pushed at: about 2 years 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 at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 13 - Forks: 4

ZhengPeng7/Predict_Trafficflow_by_LSTM_in_Keras
Predict traffic flow data by lstm in Keras
Language: Python - Size: 272 KB - Last synced at: about 7 hours ago - Pushed at: about 7 years ago - Stars: 6 - Forks: 4

aptx1231/STDEN Fork of Echo-Ji/STDEN
Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).
Size: 205 KB - Last synced at: about 2 years ago - Pushed at: about 3 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 at: about 2 years ago - Pushed at: over 2 years 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 at: about 2 years ago - Pushed at: about 4 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 at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

cnrkaya/traffic-flow-estimation-cnn
Bilgisayar Mühendisliği Bölümü Bilgisayar (Ara) Projesi
Size: 1.63 MB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 0
