Source code for pm4py.util.ml_utils

'''
    PM4Py – A Process Mining Library for Python
Copyright (C) 2024 Process Intelligence Solutions UG (haftungsbeschränkt)

This program is free software: you can redistribute it and/or modify
it under the terms of the GNU Affero General Public License as
published by the Free Software Foundation, either version 3 of the
License, or any later version.

This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
GNU Affero General Public License for more details.

You should have received a copy of the GNU Affero General Public License
along with this program.  If not, see this software project's root or
visit <https://www.gnu.org/licenses/>.

Website: https://processintelligence.solutions
Contact: info@processintelligence.solutions
'''
import importlib.util



[docs]
def DecisionTreeClassifier(*args, **kwargs):
    from sklearn.tree import DecisionTreeClassifier

    return DecisionTreeClassifier(*args, **kwargs)




[docs]
def AffinityPropagation(*args, **kwargs):
    from sklearn.cluster import AffinityPropagation

    return AffinityPropagation(*args, **kwargs)




[docs]
def KMeans(*args, **kwargs):
    from sklearn.cluster import KMeans

    return KMeans(*args, **kwargs)




[docs]
def KNeighborsRegressor(*args, **kwargs):
    from sklearn.neighbors import KNeighborsRegressor

    return KNeighborsRegressor(*args, **kwargs)




[docs]
def LocallyLinearEmbedding(*args, **kwargs):
    from sklearn.manifold import LocallyLinearEmbedding

    return LocallyLinearEmbedding(*args, **kwargs)