datafold 1.1.3
pip install datafold==1.1.3
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A package providing manifold parametrization in the Diffusion Maps framework and identification of dynamical systems in the Koopman operator view with the Extended Dynamic Mode Decomposition.
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- License: MIT License (MIT)
- Author: datafold development team
- Tags machine learning, dynamical system, data-driven, time series, time series regression, time series forecasting, manifold learning, koopman operator
- Requires: Python >=3.7
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Project description
The package provides:
(Extended-) Dynamic Mode Decomposition (EDMD) to approximate the Koopman operator for system identification.
Diffusion Maps to find meaningful geometric descriptions in point clouds, such as the eigenfunctions of the Laplace-Beltrami operator.
Data structure for time series collections (TSCDataFrame) and dedicated transformations, such as time-delay embeddings (TSCTakensEmbedding). The data structures operate with both EDMD and DMAP.
Project details
Unverified details
These details have not been verified by PyPIProject links
Meta
- License: MIT License (MIT)
- Author: datafold development team
- Tags machine learning, dynamical system, data-driven, time series, time series regression, time series forecasting, manifold learning, koopman operator
- Requires: Python >=3.7
Classifiers
- Intended Audience
- License
- Operating System
- Programming Language
- Topic
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