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PlasmaControl / PyRCN

A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
BSD 3-Clause "New" or "Revised" License
89 stars 19 forks source link

New feature: Add estimators #24

Closed renierts closed 2 years ago

renierts commented 3 years ago

If we can add multiple instances of estimators, it is possible to partially fit multiple estimators on subsets of the dataset, e.g. with sequences.

After partially fitting them, we can add them and compute output weights to obtain the final estimator.

Should be possible with overwriting add (https://docs.python.org/3/reference/datamodel.html#object.__add__)

renierts commented 3 years ago

A first sketch is available on the dev-Branch since commit https://github.com/TUD-STKS/PyRCN/commit/4a82afef4781f8f9637c860dc2364bf08f06dfba

Bugfix still required.

renierts commented 2 years ago

This is now part of the sequential processing mode of the ESN models and can thus be closed.