def learner(self,
method=None,
k=2,
thresold=0.001,
r=0.5,
alpha=0.1,
lam=10,
param='-t 2'):
self.method = method
if self.__type == 'unsupervise':
clustermanager = Clustermanager()
self.model = clustermanager.methodschoose(method, self.data, k)
elif self.__type == 'regression':
regressionmanager = Regressionmanager()
self.model = regressionmanager.methodschoose(
method, self.data, self.data, thresold, r, alpha, lam)
elif self.__type == 'supervise':
classifymanager = Classifymanager()
self.model = classifymanager.methodschoose(method, self.data, k,
param)
elif self.__type == 'others':
others = Othersmanager()
self.model = others.methodschoose(method, param)
def learner(self, method = None, k=2, thresold=0.001, r=0.5, alpha=0.1, lam=10, param='-t 2'):
self.method = method
if self.__type == 'unsupervise':
clustermanager = Clustermanager()
self.model = clustermanager.methodschoose(method, self.data, k)
elif self.__type == 'regression':
regressionmanager = Regressionmanager()
self.model = regressionmanager.methodschoose(method, self.data, self.data, thresold, r, alpha, lam)
elif self.__type == 'supervise':
classifymanager = Classifymanager()
self.model = classifymanager.methodschoose(method, self.data, k, param)
elif self.__type == 'others':
others = Othersmanager()
self.model = others.methodschoose(method, param)
def tester(self, testpoint):
if self.__type == 'regression':
regressionmanager = Regressionmanager()
result = regressionmanager.testing(self.method, self.model,
testpoint)
elif self.__type == 'supervise':
classifymanager = Classifymanager()
result = classifymanager.testing(self.method, self.model,
testpoint)
elif self.__type == 'others':
others = Othersmanager()
result = others.testing(self.method, self.model, testpoint)
print result
return result
def tester(self, testpoint):
if self.__type == 'regression':
regressionmanager = Regressionmanager()
result = regressionmanager.testing(self.method, self.model, testpoint)
elif self.__type == 'supervise':
classifymanager = Classifymanager()
result = classifymanager.testing(self.method, self.model, testpoint)
elif self.__type == 'others':
others = Othersmanager()
result = others.testing(self.method, self.model, testpoint)
print result
return result
#if __name__ == "__main__":
#my = Main('./iris_proc.data', ',', 'supervise')
#my.loadfile()