konstantinklemmer / pe-gnnLinks
PyTorch implementation of the paper "Positional Encoder Graph Neural Networks for Geographic Data"
☆60Updated last year
Alternatives and similar repositories for pe-gnn
Users that are interested in pe-gnn are comparing it to the libraries listed below
Sorting:
- Spatial regression graph convolutional neural networks: Spatial regression analysis conducted in the manner of graph convolutional neural…☆58Updated 3 years ago
- TorchSpatial offers a comprehensive framework and benchmark suite designed to advance Spatial Representation Learning (SRL).☆156Updated 2 months ago
- Gengchen Mai, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, Ni Lao. Multi-Scale Representation Learning for Spatial Feature Distribution…☆138Updated 3 years ago
- SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss☆27Updated 3 years ago
- ☆22Updated 10 months ago
- ☆119Updated 3 years ago
- ST-DBSCAN: Simple and effective tool for spatial-temporal clustering☆157Updated 10 months ago
- A benchmark dataset for Machine Learning emulation of atmospheric radiative transfer in weather and climate models (NeurIPS 2021 Datasets…☆41Updated 3 years ago
- A Python package for Earth forecasting transformer☆90Updated last year
- Source code for the paper "Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture…☆19Updated 3 years ago
- ☆28Updated 7 months ago
- A game theory approach to measuring spatial effects from machine learning models.☆168Updated last week
- An improved Python Geographical Random Forest model☆52Updated 4 months ago
- ☆82Updated 2 weeks ago
- Welcome to NeuCo-Bench, a benchmarking framework for evaluating compressed embeddings on downstream tasks.☆23Updated 2 months ago
- GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale☆512Updated 2 years ago
- Pytorch implementation of the Loc2Vec with some modifications for speed☆56Updated 6 years ago
- ☆29Updated last year
- a PyTorch implementation of the paper "Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic informa…☆111Updated 4 years ago
- tsl: a PyTorch library for processing spatiotemporal data.☆363Updated 2 months ago
- An object-oriented Agent Based Model for land use/land cover change and multisector dynamics☆18Updated last year
- An open and accessible datacube for environmental and earth system monitoring☆35Updated last year
- STICC: A multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity☆38Updated last year
- Code associated with the paper "The World as a Graph: Improving El Niño Forecasting with Graph Neural Networks".☆33Updated 3 years ago
- ☆125Updated 2 years ago
- ☆98Updated last year
- An ensemble Framework for Explainable Geospatial Analysis Machine Learning Models☆22Updated 2 months ago
- SXL: Spatially explicit learning of geographic processes with auxiliary tasks☆15Updated 4 years ago
- This is the code repository for the paper entitked Towards General-Purpose Representation Learning of Polygonal Geometries.☆20Updated 2 years ago
- Code and data repository for the paper☆50Updated 8 months ago