PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
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Updated
May 31, 2024 - Python
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
Minkowski Engine is an auto-diff neural network library for high-dimensional sparse tensors
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
4D Spatio-Temporal Semantic Segmentation on a 3D video (a sequence of 3D scans)
GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale
Code for "Convolutional spiking neural networks (SNN) for spatio-temporal feature extraction" paper
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
ST-DBSCAN: Simple and effective tool for spatial-temporal clustering
tsl: a PyTorch library for processing spatiotemporal data.
OpenStreetMap History Data Analysis Framework
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
code for CVPR-2019 paper: Self-supervised Spatio-temporal Representation Learning for Videos by Predicting Motion and Appearance Statistics
Simple and effective tools for the analysis of movement data
CRAN Task View: Handling and Analyzing Spatio-Temporal Data
Spatio Temporal DBSCAN algorithm in Python. Useful to cluster spatio-temporal data with irregular time intervals, a prominent example could be GPS trajectories collected using mobile devices.
GroundWater Spatiotemporal Data Analysis Tool (GWSDAT) R-Shiny implementation.
ST-Hadoop is an open-source MapReduce extension of Hadoop designed specially to analyze your spatio-temporal data efficiently
Paez, Antonio, et al. "A spatio‐temporal analysis of the environmental correlates of COVID‐19 incidence in Spain." Geographical Analysis 53.3 (2021): 397-421.
Sample JavaScript Aggregation Viewer using aggregation (lod) queries and rendering aggregation bins client side
Sample JavaScript Aggregation Viewer using Map Service queries with an Aggregation Renderer and rendering images server side
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