dyn2sel.ensemble package

Submodules

dyn2sel.ensemble.base module

class dyn2sel.ensemble.base.Ensemble

Bases: abc.ABC

add_member(clf)

del_member(index=-1)

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

dyn2sel.ensemble.desdd_ensemble module

class dyn2sel.ensemble.desdd_ensemble.DESDDEnsemble(base_ensemble, ensemble_size, min_lambda, max_lambda)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

clear_ensemble()

del_member(index=-1)

get_max_accuracy()

init_ensemble()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

update_accuracy(X, y)

dyn2sel.ensemble.dynse_ensemble module

class dyn2sel.ensemble.dynse_ensemble.DYNSEEnsemble(clf, max_size=-1)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=0)

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

dyn2sel.ensemble.mde_ensemble module

class dyn2sel.ensemble.mde_ensemble.MDEEnsemble(clf, max_size=10, n_neighbors=3, alpha=0.3)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=-1)

filter_outliers(X, y)

get_worst_bac()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

remove_low_bac()

update_bac(X, y)

Module contents

class dyn2sel.ensemble.Ensemble

Bases: abc.ABC

add_member(clf)

del_member(index=-1)

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

class dyn2sel.ensemble.DYNSEEnsemble(clf, max_size=-1)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=0)

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

class dyn2sel.ensemble.MDEEnsemble(clf, max_size=10, n_neighbors=3, alpha=0.3)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=-1)

filter_outliers(X, y)

get_worst_bac()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

remove_low_bac()

update_bac(X, y)

class dyn2sel.ensemble.DESDDEnsemble(base_ensemble, ensemble_size, min_lambda, max_lambda)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

clear_ensemble()

del_member(index=-1)

get_max_accuracy()

init_ensemble()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

update_accuracy(X, y)

class dyn2sel.ensemble.PDCESEnsemble(clf, max_size=10, bagging_size=5)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=-1)

get_worst_bac()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

update_bac(X, y)

class dyn2sel.ensemble.DPDESEnsemble(clf, max_size=10, alpha=0.3)

Bases: dyn2sel.ensemble.base.Ensemble

add_member(clf)

del_member(index=-1)

get_worst_bac()

partial_fit(X, y, classes=None, sample_weight=None)

predict(X)

predict_proba(X)

remove_low_bac()

update_bac(X, y)