LibCity: An Open Library for Urban Spatial-temporal Data Mining
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Updated
Jun 5, 2024 - Python
LibCity: An Open Library for Urban Spatial-temporal Data Mining
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
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.
Developer Version of the R package CAST: Caret Applications for Spatio-Temporal models
Official implementation for "UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction" (KDD 2024)
GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more
Official repository of STONE (KDD 2024)
Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks" at ICLR 2022
Tools for spatio-temporal disaggregation of multivariate time-series with smoothing and regression-based methods
tsl: a PyTorch library for processing spatiotemporal data.
list of papers, code, and other resources
"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022
Delta Descriptors: Visual Localization via Visual Place Recognition (VPR) where places are described using a change-based spatio-temporal representation. (RA-L & IROS 2020)
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore
A professional list on deep learning models for Trajectory Similarity Measurement and Trajectory Distance Computation
Using to predict the highway traffic speed
[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks
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