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classifier_mdr.py
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classifier_mdr.py
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# -*- coding: utf-8 -*-
"""This file is part of the TPOT library.
TPOT was primarily developed at the University of Pennsylvania by:
- Randal S. Olson ([email protected])
- Weixuan Fu ([email protected])
- Daniel Angell ([email protected])
- and many more generous open source contributors
TPOT is free software: you can redistribute it and/or modify
it under the terms of the GNU Lesser General Public License as
published by the Free Software Foundation, either version 3 of
the License, or (at your option) any later version.
TPOT 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 Lesser General Public License for more details.
You should have received a copy of the GNU Lesser General Public
License along with TPOT. If not, see <http://www.gnu.org/licenses/>.
"""
# Check the TPOT documentation for information on the structure of config dicts
tpot_mdr_classifier_config_dict = {
# Classifiers
'sklearn.linear_model.LogisticRegression': {
'penalty': ["l1", "l2"],
'C': [1e-4, 1e-3, 1e-2, 1e-1, 0.5, 1., 5., 10., 15., 20., 25.],
'dual': [True, False]
},
# Feature constructors
'mdr.MDR': {
'tie_break': [0, 1],
'default_label': [0, 1]
},
# Feature Selectors
'skrebate.ReliefF': {
'n_features_to_select': range(1, 6),
'n_neighbors': [2, 10, 50, 100, 250, 500]
},
'skrebate.SURF': {
'n_features_to_select': range(1, 6)
},
'skrebate.SURFstar': {
'n_features_to_select': range(1, 6)
},
'skrebate.MultiSURF': {
'n_features_to_select': range(1, 6)
}
}