spatial-temporal-forecasting

There are 2 repositories under spatial-temporal-forecasting topic.

ddz16 / TSFpaper
This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.
deep-learning time-series time-series-analysis time-series-forecasting time-series-prediction deep-neural-networks paper-lists rnn tcn time-series-models transformer spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction
1439
KimMeen / Awesome-GNN4TS
📈 Awesome resources related to GNNs for Time Series Analysis (GNN4TS) 🔥 https://arxiv.org/abs/2307.03759
dynamic-graphs graph-neural-networks graph-structure-learning spatial-temporal-data spatial-temporal-forecasting temporal-data temporal-graphs time-series-analysis time-series-anomaly-detection time-series-classification time-series-forecasting time-series-imputation awesome survey time-series
441
qitianwu / DIFFormer
The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"
attention diffusion diffusion-equation geometric-deep-learning graph-neural-networks graph-transformer iclr2023 image-classification large-graph node-classification pytorch pytorch-geometric pytorch-geometric-temporal spatial-temporal-forecasting text-classification transformer
Language:Python 273
Occ4cast
ai4ce / Occ4cast
Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting
3d-perception 3d-scene-understanding artificial-intelligence autonomous-driving autonomous-vehicles computer-vision dataset lidar machine-learning occupancy-grid-map occupancy-prediction point-cloud spatial-temporal-forecasting temporal-perception 3d-to-4d
Language:Python 102
jerrywn121 / TianChi_AIEarth
TianChi AIEarth Contest Solution
convlstm spatial-temporal-forecasting attention-mechanism transformer timesformer pytorch
Language:Python 76
shengchaochen82 / Awesome-Foundation-Models-for-Weather-and-Climate
A comprehesive survey about foundation models for weather and cliamte data understanding.
climate-change deep-learning foundation-models machine-learning weather-forecsating weather-and-climate-understanding weather-forecating climate large-language-models time-series-analysis weather ai4earth ai4science dataset representation-learning self-supervised-learning semi-supervised-learning spatial-temporal-data spatial-temporal-forecasting largemodel
73
FIBLAB / DeepSTN
Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis
crowd-flow-prediction traffic-flow-prediction aaai2019 spatial-temporal-forecasting
Language:Python 62
TrustAGI-Lab / MTGODE
[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".
graph-neural-networks neural-odes spatial-temporal-data spatial-temporal-forecasting time-series time-series-forecasting
Language:Python 59
chuanting / FedDA
Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'
federated-learning wireless-traffic-prediction spatial-temporal-forecasting
Language:Python 57
tsinghua-fib-lab / Spatio-temporal-Diffusion-Point-Processes
A diffusion-based framework for spatio-temporal point processes
diffusion-models point-processes spatial-temporal-data spatial-temporal-forecasting spatio-temporal-point-processes
Language:Python 45
YihongT / DASTNet
Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"
traffic-forecasting traffic-flow-forecasting spatial-temporal-forecasting spatio-temporal adversarial-learning transfer-learning traffic cikm2022 time-series time-series-forecasting traffic-prediction urban-computing
Language:Python 40
zhaone / LaneGCN_ref
An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)
spatial-temporal-forecasting autonomous-vehicles trajectory-prediction graph-n
Language:Python 38
willzhang3 / SHARE-parking_availability_prediction-Pytorch
Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction
spatial-temporal-forecasting parking-availability-prediction graph-neural-networks semi-supervised-learning urban-computing pytorch-implementation
Language:Python 37
o-waring / subseasonal_forecasting
Using a hybrid spatial-temporal deep learning approach to forecast subseasonal weather across 514 Western USA geographical regions
deeplearning lstm spatial-temporal-forecasting conv2dlstm
Language:Python 8
Yonoi / AGL-STAN
The code of paper "Spatial-Temporal Attention Network for Crime Prediction with Adaptive Graph Learning"
crime-prediction spatial-temporal-forecasting
Language:Python 7
0shelter0 / CSTTN
a novel transformer-based architecture named CSTTN for traffic prediction
graph-convolutional-network spatial-temporal-forecasting traffic-prediction
Language:Python 4
aptx1231 / STDEN
Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).
aaai2022 nerual-differential-equations ode spatial-temporal-forecasting traffic-flow-forecasting traffic-flow-prediction libcity
Language:Python 4
panwangwin / SpatialTemporalNetTrainer-pytorch
A unified Spatial Temporal Net Trainer for different baselines in Spatial Temporal Forecasting problems.
spatial-temporal-forecasting spatial-temporal
Language:Python 4
ethanol-cx / heterogeneous-crime-prediction-tool
A web-based tool that predicts crimes based on heterogeneous spatial patterns
crime-prediction spatial-temporal-forecasting django python arima-forecasting lstm-neural-networks
Language:Python 3
TanushGoel / DeepStorm
ML on spatial-temporal data to predict wind speeds of satellite storm images --> InceptionV4 (2D CNN) on last frame & I3D (3D CNN) on optical flows of preceding 4 frames
nasa satellite-imagery spatial-temporal-forecasting storm
Language:Jupyter Notebook 3
eginamalaj / INLA_landSimplification
Predicting insecticide use across Canada
bayesian-statistics inla glmmtmb spatial-temporal-forecasting
Language:R 0
lichunxiao9501 / Comparative-Analysis-of-Spatial-and-Temporal-Models-on-PM2.5-Concentration-in-Beijing
This project demonstrated multiple spatial-temporal models to predict PM2.5 in Beijing based on the air quality data and meteorology data from 2017-01-31 to 2018-01-31 of several monitoring stations in Beijing.
spatial-analysis time-series-analysis spatial-temporal-forecasting
Language:HTML 0
roboswell / portfolio
Visit the website below to view the html files in this portfolio
data-analysis data-visualization nlp-machine-learning data-science deep-learning machine-learning python time-series r natural-language-processing geospatial geospatial-analysis geospatial-machine-learning geospatial-visualization gis spatial-temporal-forecasting
Language:HTML 0
tumeteor / ST-GCN
cloud-based, large-scale ST-GCN with OpenStreetMap features
gnns machine-learning pytorch spatial-temporal-forecasting temporal-graphs gps-data
Language:Jupyter Notebook 0