brew.generation package¶
Submodules¶
brew.generation.bagging module¶
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class
brew.generation.bagging.Bagging(base_classifier=None, n_classifiers=100, combination_rule='majority_vote')[source]¶ Bases:
brew.generation.base.PoolGenerator-
fit(X, y)¶
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predict(X)¶
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brew.generation.base module¶
brew.generation.random_subspace module¶
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class
brew.generation.random_subspace.RandomSubspace(base_classifier=None, n_classifiers=100, combination_rule=<function majority_vote_rule>, max_features=0.5)[source]¶ Bases:
brew.generation.base.PoolGenerator-
fit(X, y)¶
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predict(X)¶
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brew.generation.smote_bagging module¶
Module contents¶
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class
brew.generation.Bagging(base_classifier=None, n_classifiers=100, combination_rule='majority_vote')[source]¶ Bases:
brew.generation.base.PoolGenerator-
fit(X, y)¶
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predict(X)¶
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class
brew.generation.SmoteBagging(base_classifier=None, n_classifiers=100, combination_rule='majority_vote', k=2)[source]¶ Bases:
brew.generation.base.PoolGenerator-
fit(X, y)¶
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predict(X)¶
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smote_bootstrap_sample(X, y, b, k)¶
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class
brew.generation.RandomSubspace(base_classifier=None, n_classifiers=100, combination_rule=<function majority_vote_rule>, max_features=0.5)[source]¶ Bases:
brew.generation.base.PoolGenerator-
fit(X, y)¶
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predict(X)¶
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