Shypd.aiThe largest open index of AI toolsStemGNN is a Data & Analytics tool that provides spectral temporal graph neural networks for multivariate time-series forecasting. It offers a Python-based implementation for training and evaluation on various datasets.
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StemGNN is an open-source implementation of a Spectral Temporal Graph Neural Network designed for multivariate time-series forecasting. Developed by Microsoft, this tool is implemented in Python and optimized for Ubuntu 18.04.2 LTS. It allows users to train and evaluate models on diverse datasets, including traffic flow (PEMS03, PEMS04, PEMS07, PEMS08, METR-LA, PEMS-BAY), solar power, electricity consumption, ECG data, and COVID-19 case numbers. The repository provides detailed instructions for setting up a virtual environment, installing dependencies, and running training and evaluation procedures with customizable parameters such as window size, prediction horizon, and normalization methods. It also includes pre-cleaned ECG data for convenience.
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