def __init__(self, data, part, **kwargs):
""""""
super(ConstantNonStationaryPartitioner,
self).__init__(name=part.name,
data=data,
npart=part.partitions,
func=part.membership_function,
names=part.setnames,
prefix=part.prefix,
transformation=part.transformation,
indexer=part.indexer)
self.sets = {}
for key in part.sets.keys():
set = part.sets[key]
tmp = common.FuzzySet(set.name, set.mf, set.parameters, **kwargs)
self.sets[key] = tmp
def __init__(self, data, part, **kwargs):
""""""
super(SimpleNonStationaryPartitioner,
self).__init__(name=part.name,
data=data,
npart=part.partitions,
func=part.membership_function,
names=part.setnames,
prefix=part.prefix,
transformation=part.transformation,
indexer=part.indexer) #, preprocess=False)
for key in part.sets.keys():
set = part.sets[key]
tmp = common.FuzzySet(set.name, set.mf, set.parameters, **kwargs)
tmp.centroid = set.centroid
self.sets[key] = tmp
self.ordered_sets = stationary_fs.set_ordered(self.sets)
def __init__(self, data, part, **kwargs):
""""""
super(PolynomialNonStationaryPartitioner,
self).__init__(name=part.name,
data=data,
npart=part.partitions,
func=part.membership_function,
names=part.setnames,
prefix=part.prefix,
transformation=part.transformation,
indexer=part.indexer,
preprocess=False)
self.sets = {}
loc_params, wid_params = self.get_polynomial_perturbations(
data, **kwargs)
if self.ordered_sets is None and self.setnames is not None:
self.ordered_sets = part.setnames
else:
self.ordered_sets = stationary_fs.set_ordered(part.sets)
for ct, key in enumerate(self.ordered_sets):
set = part.sets[key]
loc_roots = np.roots(loc_params[ct])[0]
wid_roots = np.roots(wid_params[ct])[0]
tmp = common.FuzzySet(
set.name,
set.mf,
set.parameters,
location=perturbation.polynomial,
location_params=loc_params[ct],
location_roots=loc_roots, #**kwargs)
width=perturbation.polynomial,
width_params=wid_params[ct],
width_roots=wid_roots,
**kwargs)
self.sets[set.name] = tmp