def __init__(self, **kwargs):
"""Initializes a ShrinkingLDA classifier.
Additional arguments will be forwarded to the underlying classifier
instantiation, which is
``sklearn.discriminant_analysis.LinearDiscriminantAnalysis`` here.
Keyword Arguments
-----------------
solver: string, default = lsqr
Solver used in LDA
shrinkage: string, default = 'auto'
"""
super(ShrinkingLDA, self).__init__()
self.solver = kwargs.pop('solver', 'lsqr')
self.shrinkage = kwargs.pop('shrinkage', 'auto')
self.clf = _LinearDiscriminantAnalysis(solver=self.solver, shrinkage=self.shrinkage, **kwargs)
def __init__(self, **kwargs):
super(LDA, self).__init__()
self.clf = _LinearDiscriminantAnalysis(**kwargs)