traffic-prediction | Topic | Ecosyste.ms: Repos

Topic: "traffic-prediction"

LibCity/Bigscity-LibCity

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

Language: Python - Size: 39.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 962 - Forks: 169

lixus7/Time-Series-Works-Conferences

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

Size: 4.21 MB - Last synced at: 14 days ago - Pushed at: 2 months ago - Stars: 892 - Forks: 92

zhiyongc/Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

Language: Jupyter Notebook - Size: 8.69 MB - Last synced at: 6 months ago - Pushed at: over 5 years ago - Stars: 383 - Forks: 120

zhengchuanpan/GMAN

GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.

Language: Python - Size: 4.73 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 359 - Forks: 100

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: about 1 month ago - Pushed at: over 1 year ago - Stars: 288 - Forks: 46

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: 22 days ago - Pushed at: over 2 years ago - Stars: 260 - Forks: 58

JingqingZ/BaiduTraffic

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

Language: Python - Size: 40.4 MB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 231 - Forks: 80

LibCity/Bigscity-LibCity-PaperList

Paper list in traffic prediction field

Size: 146 KB - Last synced at: 6 months ago - Pushed at: 10 months ago - Stars: 219 - Forks: 24

Knowledge-Precipitation-Tribe/Spatio-Temporal-papers

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

Language: Jupyter Notebook - Size: 138 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 219 - Forks: 73

LibCity/Bigscity-LibCity-Datasets

Traffic data processing tools in LibCity

Language: Python - Size: 1.08 MB - Last synced at: 22 days ago - Pushed at: almost 2 years ago - Stars: 205 - Forks: 22

Jimmy-7664/STD-MAE

[IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting

Language: Python - Size: 344 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 180 - Forks: 15

xiepeng21/research_spatio-temporal-data-mining

A collection of research on spatio-temporal data mining

Size: 152 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 146 - Forks: 22

Coolgiserz/Awesome-Traffic-Prediction

Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.

Size: 20.1 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 132 - Forks: 29

didi/heteta

HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival

Language: Python - Size: 25.5 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 101 - Forks: 43

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

NickHan-cs/Spatio-Temporal-Data-Mining-Survey

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

Size: 243 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 12

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

JonnoFTW/traffic-prediction

Predict traffic flow with LSTM. For experimental purposes only, unsupported!

Language: Python - Size: 30.3 KB - Last synced at: 15 days ago - Pushed at: almost 7 years ago - Stars: 54 - Forks: 22

HKUDS/STExplainer

[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"

Language: Python - Size: 47.3 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 30 - Forks: 2

odinhg/Graph-Neural-Networks-INF367A

Traffic prediction with graph neural network using PyTorch Geometric. The implementation uses the MetaLayer class to build the GNN which allows for separate edge, node and global models.

Language: Python - Size: 165 MB - Last synced at: 3 days ago - Pushed at: over 1 year ago - Stars: 25 - Forks: 8

wengwenchao123/RGDAN

[Neural Networks] RGDAN: A random graph diffusion attention network for traffic prediction

Language: Python - Size: 40.2 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 23 - Forks: 2

aptx1231/NYC-Dataset

Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data

Size: 1000 Bytes - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 22 - Forks: 6

wengwenchao123/PM-DMNet

[TITS2025] Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction

Language: Python - Size: 70.7 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 18 - Forks: 2

HKUDS/CL4ST

[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"

Language: Python - Size: 44.4 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 17 - Forks: 1

TrafficGCN/ST-GCN

Repository for advanced traffic forecasting models integrating GCN, LSTM/Bi-LSTM, and attention mechanisms for improved accuracy, including weather data processing.

Language: Python - Size: 956 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 16 - Forks: 3

zouguojian/Personal-Accepted-Research

Welcome to quote our published papers, and the codes have been uploaded.

Size: 165 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 15 - Forks: 3

wengwenchao123/PDG2Seq

[Neural Networks] PDG2Seq: Periodic Dynamic Graph to Sequence model for Traffic Flow Prediction

Language: Python - Size: 20.5 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 11 - Forks: 0

Nupurgopali/Traffic-Prediction-using-SVR-and-RFR

We have used Support Vector Regression and Random Forest Regression to predict traffic or congestion.

Language: Python - Size: 13.7 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 7

Quhaoh233/ALL

ALL is a pre-training method based on Federated Meta-Learning and Reinforcement Learning, which is used to address the small-sample issues of parking occupancy prediction.

Language: Python - Size: 6.18 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 9 - Forks: 0

WooheonHong/StemGNN

Reproduce - Traffic_prediction - StemGNN(NeurIPS20)

Language: Python - Size: 29.3 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 8 - 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: 5.44 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 7 - Forks: 4

TrafficGCN/40_cities_osmnx_adjacency_matrices_for_graph_convolutional_networks

Dijkstra adjacency distance matrices were calculated for 40 cities from traffic sensor locations provide by UTD19 https://utd19.ethz.ch/.

Language: Python - Size: 589 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

luokn/ms-gat

Learning Multiaspect Traffic Couplings by Multirelational Graph Attention Networks for Traffic Prediction

Language: Python - Size: 4.59 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2

HySonLab/TWGNN

Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)

Language: Python - Size: 93.1 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 6 - Forks: 3

xueyan-dut/Deep-Learning-on-Traffic-Prediction

Repository for Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions<https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9352246>

Size: 422 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 6 - Forks: 3

ZJU-TSELab/MoGERNN

The repo is the official implementation for the paper: MoGERNN: An Inductive Traffic Predictor for Unobserved Locations.

Language: Python - Size: 1.91 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 1

utsanjan/Traffic-Prediction-Model

Traffic prediction model built with python using Machine learning and Image processing

Language: Jupyter Notebook - Size: 81.9 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 2

elahe-dastan/fortune-teller 📦

This repository will contain my studies and codes for predicting traffic.

Language: TeX - Size: 7.55 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 0

gges5110/ATXHackTheTraffic

Travel time prediction in Austin, TX using the dataset provided by the City of Austin.

Language: JavaScript - Size: 5.47 MB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 4 - Forks: 4

0shelter0/CSTTN

a novel transformer-based architecture named CSTTN for traffic prediction

Language: Python - Size: 7.93 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

alextimans/traffic4cast-uncertainty

Code repository accompanying the research paper "Uncertainty Quantification for Image-based Traffic Prediction across Cities"

Language: Jupyter Notebook - Size: 691 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 1

resuly/Traffic-3DResnets

The code for "Short-term traffic flow prediction in bike sharing networks"

Language: Python - Size: 3.6 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 3 - Forks: 2

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: 12 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

nafisalawalidris/Recipe-Site-Traffic-Prediction

Recipe Site Traffic Prediction: Utilising machine learning to forecast high traffic recipes on a recipe website. Improve user engagement and traffic with data-driven decisions.

Language: Python - Size: 31.3 KB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

KalcMatej99/TrafficPrediction_MLG_Project

Traffic prediction using Spatio-Temporal Graph Neural Network

Language: Jupyter Notebook - Size: 119 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

alextimans/t4c2021-uncertainty-thesis

Master Thesis at ETH Zurich, 2022.

Language: Python - Size: 698 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

atharva-hukkeri/Traffic-Prediction-using-Machine-Learning

The project aims to develop models that can forecast traffic congestion, aiding in effective traffic management and planning.

Language: Jupyter Notebook - Size: 42 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

ldicarlo1/development_of_traffic_model_for_Oxford

A short-term predictive traffic model for a locality Oxford, UK was developed using a Hybrid Temporal Graph Convolutional Neural Network.

Language: Jupyter Notebook - Size: 73.5 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

parinithshekar/traffic-prediction

Algorithm for approximating future green-time for a traffic signal. Based on SSD300 object recognition network.

Language: Python - Size: 95.7 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

sumanthgubbala/Traffic_prediction_and_ManagemnetSystem

Language: Jupyter Notebook - Size: 21.4 MB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 1 - 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 2 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

AdammGreen/Time-Series-Analysis

Here is a time series analysis using R and Arima models to predict air traffic for Hong Kong Airport.

Language: R - Size: 9.24 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

vishalmhjn/indirect-traffic-flows

Using transfer learning for indirect estimation of network-wide traffic flows from link speeds

Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

ghimohammadr/Real-time-traffic-prediction

Evaluation of incremental deep learning approach on real-time traffic prediction

Language: Jupyter Notebook - Size: 221 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - 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

guzmanlopez/montevideo-bus-forecast

Predicción del flujo de pasajeros en las paradas de ómnibus del Sistema de Transporte Metropolitano (STM) de Montevideo

Language: Jupyter Notebook - Size: 8.9 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

InanisV/TrafficPrediction-VGG

Traffic Flow Prediction with Convolutional Neural Networks (VGG16)

Language: Python - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 2

Nithishwer/travel-time-CNN

CNN for travel time prediction

Language: Jupyter Notebook - Size: 1.61 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 1 - Forks: 1

luck-seu/HST-WAVE

IJCAI2025. Riding the Wave: Multi-scale Spatial-Temporal Graph Learning for Highway Traffic Flow Prediction under Overload Scenarios

Size: 2.93 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

tongnie/IMPEL

TRE'25: Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach

Size: 1.95 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

HimanshuBhosale25/METR-LA-Traffic-congestion-Prediction

This project focuses on predicting traffic speed using time-series forecasting techniques. By utilizing XGBoost, we aim to forecast future speeds based on historical sensor data. Accurate traffic speed predictions help in traffic management, route optimization, and smart city planning.

Language: Jupyter Notebook - Size: 360 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

rohitinu6/Traffic-Flow-Prediction

This project analyzes and predicts traffic flow patterns using historical data.

Language: Jupyter Notebook - Size: 5.04 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

SagharShafaati/Spatial-Temporal-Traffic-Prediction

This repository contains the Python implementation for the article "Spatial-Temporal Traffic Prediction: A Federated Approach with GAT and XGBoost". The code demonstrates a novel framework integrating Graph Attention Networks, XGBoost, and SHAP for accurate and privacy-preserving traffic density prediction.

Language: Jupyter Notebook - Size: 1.19 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0