GitHub - 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).

8000 GitHub - 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).

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Name		Name	Last commit message	Last commit date
Latest commit History 109 Commits
LICENSE		LICENSE
METRLA_MAE_60.PNG		METRLA_MAE_60.PNG
PeMSBAY_MAE_60.PNG		PeMSBAY_MAE_60.PNG
README.md		README.md
traffic_prediction.bib		traffic_prediction.bib

paper	venue	published date	# other datsets	METR-LA	PeMS-BAY	PeMS-D7(M)	PeMS-D7(L)	PeMS-04	PeMS-08	LOOP	SZ-taxi	Los-loop	PeMS-03	PeMS-07	PeMS-I-405	PeMS-04(S)	TOTAL open
		TOTAL		38	28	6	3	3	3	3	2	2	1	1	1	1	95
G-SWaN	IoTDI	9 May 23		1	1			1	1								4
SCPT	ArXiv	9 May 23	1	1	1	1											4
MP-WaveNet	ArXiv	9 May 23	1	1													2
GTS	ICLR	4 May 21	1	1	1												2
FASTGNN	TII	29 Jan 21				1											1
HetGAT	JAIHC	23 Jan 21		1	1												2
GST-GAT	IEEE Access	6 Jan 21		1	1												2
CLGRN	arXiv	4 Jan 21	3	1													1
DKFN	SIGSPATIAL	3 Nov 20		1						1							2
STGAM	CISP-BMEI	17 Oct 20		1	1												2
ARNN	Nat. Commun	11 Sept 20		1													1
ST-TrafficNet	ELECGJ	9 Sept 20		1	1												2
M2	J. AdHoc	1 Sept 20		1	1												2
H-STGCN	KDD	23 Aug 20															0
SGMN	J. TRC	20 Aug 20		1	1												2
GDRNN	NTU	16 Aug 20		1											1		2
ISTD-GCN	arXiv	10 Aug 20		1	1												2
GTS	UCONN	3 Aug 20		1	1												2
FC-GAGA	arXiv	30 Jul 20		1	1												2
STGAT	IEEE Access	22 Jul 20		1	1												2
STNN	T-ITS	16 Jul 20															0
AGCRN	arXiv	6 Jul 20						1	1								2
GWNN-LSTM	J. Phys. Conf. Ser.	20 Jun 20		1													1
A3T-GCN	arXiv	20 Jun 20									1	1					2
TSE-SC	Trans-GIS	1 Jun 20		1	1												2
MTGNN	arXiv	24 May 20		1	1												2
ST-MetaNet+	TKDE	19 May 20		1	1												2
STGNN	WWW	20 Apr 20		1	1												2
STSeq2Seq	arXiv	6 Apr 20		1	1												2
DSTGNN	arXiv	12 Mar 20		1													1
RSTAG	IoT-J	19 Feb 20		1	1												2
GMAN	AAAI	7 Feb 20			1												1
MRA-BGCN	AAAI	7 Feb 20		1	1												2
STSGCN	AAAI	7 Feb 20						1	1				1	1			4
SLCNN	AAAI	7 Feb 20		1	1	1											3
DDP-GCN	arXiv	7 Feb 20															0
R-SSM	ICLR	13 Jan 20		1													1
GWNV2	arXiv	11 Dec 19		1	1												2
DeepGLO	NeurIPS	8 Dec 19	1			1											1
STGRAT	arXiv	29 Nov 19		1	1												2
TGC-LSTM	T-ITS	28 Nov 19								1							1
DCRNN-RIL	TrustCom/BigDataSE	31 Oct 19		1	1												2
L-VGAE	arXiv	18 Oct 19		1													1
T-GCN	T-ITS	22 Aug 19									1	1					2
GWN	IJCAI	10 Aug 19		1	1												2
ST-MetaNet	KDD	25 Jul 19		1													1
MRes-RGNN-G	AAAI	17 Jul 19		1	1												2
CDSA	arXiv	23 May 19		1													1
STDGI	ICLR	12 Apr 19		1													1
ST-UNet	arXiv	13 Mar 19		1		1	1										3
3D-TGCN	arXiv	3 Mar 19			1	1	1										3
ASTGCN	AAAI	27 Jan 19						1	1								2
PSN	T-ITS	17 Aug 18														1	0
GaAN	UAI	6 Aug 18	2	1													1
Seq2Seq Hybrid	KDD	19 Jul 18															0
STGCN	IJCAI	13 Jul 18				1	1										2
DCRNN	ICLR	30 Apr 18		1	1												2
SBU-LSTM	UrbComp	14 Aug 17								1							1
GRU	YAC	5 Jan 17			1												1

model	citations	venue	published date	paper	codes
3D-TGCN	12	arXiv	3 Mar 19	3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting
AGCRN	3	arXiv	6 Jul 20	Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	PyTorch
ARNN	0	Nat. Commun	11 Sep 20	Autoreservoir computing for multistep ahead prediction based on the spatiotemporal information transformation
ASTGCN	63	AAAI	27 Jan 19	Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting	Pytorch MXNet
CDSA	2	arXiv	23 May 19	CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation
CLGRN	0	arXiv	4 Jan 21	Conditional Local Filters with Explainers for Spatio-Temporal Forecasting
DCRNN	427	ICLR	30 Apr 18	DIFFUSION CONVOLUTIONAL RECURRENT NEURAL NETWORK: DATA-DRIVEN TRAFFIC FORECASTING	tf PyTorch
DCRNN-RIL	2	TrustCom/BigDataSE	31 Oct 19	Diffusion Convolutional Recurrent Neural Network with Rank Influence Learning for Traffic Forecasting
DDP-GCN	1	arXiv	7 Feb 20	DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting
DeepGLO	22	NeurIPS	8 Dec 19	Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting
DGCRN	0	ArXiv	30 Apr 21	Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting	PyTorch
DKFN	0	SIGSPATIAL	3 Nov 20	Graph Convolutional Networks with Kalman Filtering for Traffic Prediction	PyTorch
DSTGNN	0	arXiv	12 Mar 20	Dynamic Spatiotemporal Graph Neural Network with Tensor Network
FASTGNN	0	TII	29 Jan 21	FASTGNN: A Topological Information Protected Federated Learning Approach For Traffic Speed Forecasting
FC-GAGA	0	arXiv	30 Jul 20	FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting
FreqST	2	ICDM	17 Nov 21	FreqST: Exploiting Frequency Information in Spatiotemporal Modeling for Traffic Prediction
GaAN	126	UAI	6 Aug 18	GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs	MXNet
GDRNN	0	NTU	16 Aug 20	Deep learning approaches for traffic prediction
GMAN	20	AAAI	7 Feb 20	GMAN: A Graph Multi-Attention Network for Traffic Prediction	tf
GRU	308	YAC	5 Jan 17	Using LSTM and GRU neural network methods for traffic flow prediction	Keras
GST-GAT	0	IEEE Access	6 Jan 21	Modeling Global Spatial–Temporal Graph Attention Network for Traffic Prediction
G-SWaN	0	IoTDI	9 May 23	Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting	PyTorch
GTS	0	UCONN	3 Aug 20	End-to-End Structure-Aware Convolutional Networks on Graphs
GTS	0	ICLR	4 May 21	Discrete Graph Structure Learning for Forecasting Multiple Time Series	PyTorch
GWN	46	IJCAI	10 Aug 19	Graph WaveNet for Deep Spatial-Temporal Graph Modeling	PyTorch
GWNN-LSTM	0	J. Phys. Conf. Ser.	20 Jun 20	Graph Wavelet Long Short-Term Memory Neural Network: A Novel Spatial-Temporal Network for Traffic Prediction.
GWNV2	0	arXiv	11 Dec 19	Incrementally Improving Graph WaveNet Performance on Traffic Prediction	PyTorch
H-STGCN	0	KDD	23 Aug 20	Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data
HetGAT	0	JAIHC	23 Jan 21	HetGAT: a heterogeneous graph attention network for freeway traffic speed prediction
ISTD-GCN	0	arXiv	10 Aug 20	ISTD-GCN: Iterative Spatial-Temporal Diffusion Graph Convolutional Network for Traffic Speed Forecasting
L-VGAE	0	arXiv	18 Oct 19	Decoupling feature propagation from the design of graph auto-encoders
LSTM	39	TENCON	22 Nov 16	Traffic flow prediction with Long Short-Term Memory Networks (LSTMs)
M2	1	J. AdHoc	1 Sep 20	A performance modeling and analysis of a novel vehicular traffic flow prediction system using a hybrid machine learning-based model
MP-WaveNet	0	ArXiv	9 May 23	Message Passing Neural Networks for Traffic Forecasting
MRA-BGCN	7	AAAI	7 Feb 20	Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting
MRes-RGNN-G	20	AAAI	17 Jul 19	Gated Residual Recurrent Graph Neural Networks for Traffic Prediction
MTGNN	7	arXiv	24 May 20	Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
PSN	4	T-ITS	17 Aug 18	Pattern Sensitive Prediction of Traffic Flow Based on Generative Adversarial Framework
R-SSM	0	ICLR	13 Jan 20	Relational State-Space Model for Stochastic Multi-Object Systems
RSTAG	3	IoT-J	19 Feb 20	Reinforced Spatiotemporal Attentive Graph Neural Networks for Traffic Forecasting
SAE	1626	T-ITS	9 Sep 14	Traffic flow prediction with big data: a deep learning approach	Keras
SBU-LSTM	157	UrbComp	14 Aug 17	Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction
SCPT	0	ArXiv	9 May 23	Traffic Forecasting on New Roads Unseen in the Training Data Using Spatial Contrastive Pre-Training
Seq2Seq Hybrid	48	KDD	19 Jul 18	Deep Sequence Learning with Auxiliary Information for Traffic Prediction	tf
SGMN	1	J. TRC	20 Aug 20	Graph Markov network for traffic forecasting with missing data
SLCNN	1	AAAI	7 Feb 20	Spatio-Temporal Graph Structure Learning for Traffic Forecasting
ST-MetaNet	39	KDD	25 Jul 19	Urban traffic prediction from spatio-temporal data using deep meta learning	MXNet
ST-MetaNet+	0	TKDE	19 May 20	Spatio-Temporal Meta Learning for Urban Traffic Prediction
ST-TrafficNet	2	ELECGJ	9 Sep 20	ST-TrafficNet: A Spatial-Temporal Deep Learning Network for Traffic Forecasting
ST-UNet	11	arXiv	13 Mar 19	ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling
STDGI	3	ICLR	12 Apr 19	Spatio-Temporal Deep Graph Infomax
STGAT	0	IEEE Access	22 Jul 20	STGAT: Spatial-Temporal Graph Attention Networks for Traffic Flow Forecasting
STGAT	0	IEEE Access	22 Jul 20	STGAT: Spatial-Temporal Graph Attention Networks for Traffic Flow Forecasting
STGCN	322	IJCAI	13 Jul 18	Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	tf PyTorch MXNet
STGNN	4	WWW	20 Apr 20	Traffic Flow Prediction via Spatial Temporal Graph Neural Network
STGRAT	6	arXiv	29 Nov 19	STGRAT: A Spatio-Temporal Graph Attention Network for Traffic Forecasting
STNN	0	T-ITS	16 Jul 20	STNN: A Spatio-Temporal Neural Network for Traffic Predictions
STSeq2Seq	0	arXiv	6 Apr 20	Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency
STGAM	1	CISP-BMEI	17 Oct 20	Spatial-Temporal Graph Attention Model on Traffic Forecasting
STSGCN	5	AAAI	7 Feb 20	Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting	MXNet
TGC-LSTM	95	T-ITS	28 Nov 19	Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting
TSE-SC	0	Trans-GIS	1 Jun 20	Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting
TSSRGCN	4	ICDM	17 Nov 21	TSSRGCN: Temporal Spectral Spatial Retrieval Graph Convolutional Network for Traffic Flow Forecasting
	0	arXiv	15 Jul 20	On the Inclusion of Spatial Information for Spatio-Temporal Neural Networks	PyTorch
	96	NeuCom	27 Nov 18	LSTM-based traffic flow prediction with missing data

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