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API reference

The API reference provides an overview of all public functions in spatialml.

Base classes

Base classes allow creation of geographically weighted versions of scikit-learn estimators.

.. currentmodule:: spatialml.base

.. autosummary::
   :toctree: generated/

   BaseClassifier
   BaseRegressor

Linear models

Implementation of linear models with access to relevant attributes (e.g. local coefficients).

.. currentmodule:: spatialml.linear_model

.. autosummary::
   :toctree: generated/

   GWLinearRegression
   GWLogisticRegression

Ensemble models

Implementation of linear models with access to relevant attributes (e.g. local feature importance).

.. currentmodule:: spatialml.ensemble

.. autosummary::
   :toctree: generated/

   GWGradientBoostingClassifier
   GWGradientBoostingRegressor
   GWRandomForestClassifier
   GWRandomForestRegressor

Bandwidth search

Tooling to determine the optimal bandwidths of geographically weighted models.

.. currentmodule:: spatialml.search

.. autosummary::
   :toctree: generated/

   BandwidthSearch

Decomposition

Geographically weighted decomposition models.

.. currentmodule:: spatialml.decomposition

.. autosummary::
   :toctree: generated/

   BaseDecomposition
   GWPCA