spatiotemporal-forecasting

There are 2 repositories under spatiotemporal-forecasting topic.

liyaguang / DCRNN
Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow
deep-learning-graphs iclr2018 spatiotemporal-forecasting time-series traffic-data
Language:Python 1169
tsl
TorchSpatiotemporal / tsl
tsl: a PyTorch library for processing spatiotemporal data.
deep-learning gnn graph-neural-networks pytorch spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction spatiotemporal spatiotemporal-data spatiotemporal-data-analysis spatiotemporal-forecasting temporal-data temporal-graphs
Language:Python 237
Rose-STL-Lab / dyffusion
[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
diffusion diffusion-models ensemble-forecasts machine-learning neurips neurips-2023 probabilistic-forecasting spatiotemporal-forecasting deep-learning pytorch pytorch-lightning
Language:Python 134
zbliu98 / GRAM-ODE
Code for the TMLR 2023 paper "GRAM-ODE: Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting"
forecasting graph-neural-networks neural-differential-equations spatiotemporal-forecasting time-series-analysis
Language:Python 9
r-a-dobson / dynamicSDM
An R package for species geographical distribution and abundance modelling at high spatiotemporal resolution
google-earth-engine googledrive sdm spatiotemporal spatiotemporal-data-analysis spatiotemporal-forecasting species-distribution-modelling species-distributions dynamicsdm
Language:R 4
ajzliu / SP-CPC
Code, logs, and final models for SIGSPATIAL SpatialEpi '22: Spatiotemporal Disease Case Prediction using Contrastive Predictive Coding.
contrastive-predictive-coding covid-19 forecasting metropolis-hastings mobility-data prediction time-series spatiotemporal spatiotemporal-forecasting
Language:Python 3
mrfoliveira / STEvaluation-MDPI2021
"Evaluation procedures for forecasting with spatio-temporal data" -- Mathematics (MDPI) 2021
evaluation-procedures spatiotemporal-data forecasting regression spatiotemporal-forecasting evaluation-framework cross-validation evaluation
Language:R 1
genema / STE
[AAAI] A spatiotemporal embedding framework for geographical entities
spatiotemporal spatiotemporal-data-analysis spatiotemporal-forecasting spatiotemporal-modeling
0
Anubhab17 / STXGCN
GNN for spatiotemporal Forecasting using Extreme Value Theory
extreme-value-theory graphneuralnetwork peaks-over-threshold spatiotemporal-forecasting
Language:R
qpfiev95 / TrajGRU_Attention_ODE
code for "Spatiotemporal Predictive Models for Irregularly Sampled Time Series"
spatiotemporal-forecasting trajgru-attention-ode
Language:Python