def main(self, args):
seed = 71
print("For dataset1")
dataSet = KMeans.readDataSet("dataset1.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.getEpsilonFromCurve(dataSet)
#self.e = self.getEpsilon(dataSet)
#set e manully according to curve
self.e = 0.49
print("Esp :" + str(self.e))
self.dbscan(dataSet,1)
print("\nFor dataset2")
dataSet = KMeans.readDataSet("dataset2.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.getEpsilonFromCurve(dataSet)
#self.e = self.getEpsilon(dataSet)
#set e manully according to curve
self.e = 0.6
print("Esp :" + str(self.e))
self.dbscan(dataSet,2)
print("\nFor dataset3")
dataSet = KMeans.readDataSet("dataset3.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.getEpsilonFromCurve(dataSet)
#set e manully according to curve
#self.e = self.getEpsilon(dataSet)
self.e = 0.2
print("Esp :" + str(self.e))
self.dbscan(dataSet,3)
def main(self, args):
seed = 71
print("For dataset1")
dataSet = KMeans.readDataSet("dataset1.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.e = self.getEpsilon(dataSet)
print(("Esp :" + str(self.e)))
self.dbscan(dataSet)
print("\nFor dataset2")
dataSet = KMeans.readDataSet("dataset2.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.e = self.getEpsilon(dataSet)
print(("Esp :" + str(self.e)))
self.dbscan(dataSet)
print("\nFor dataset3")
dataSet = KMeans.readDataSet("dataset3.txt")
random.Random(seed).shuffle(dataSet)
self.noOfLabels = DataPoints.getNoOFLabels(dataSet)
self.e = self.getEpsilon(dataSet)
print(("Esp :" + str(self.e)))
self.dbscan(dataSet)
def main(self, args):
print("For dataset1")
self.dataSet = KMeans.readDataSet("dataset1.txt")
self.K = DataPoints.getNoOFLabels(self.dataSet)
self.W = [[0.0 for y in range(self.K)]
for x in range(len(self.dataSet))]
self.w = [0.0 for x in range(self.K)]
self.GMM()
print("\n\n\nFor dataset2")
self.dataSet = KMeans.readDataSet("dataset2.txt")
self.K = DataPoints.getNoOFLabels(self.dataSet)
self.W = [[0.0 for y in range(self.K)]
for x in range(len(self.dataSet))]
self.w = [0.0 for x in range(self.K)]
self.GMM()
print("\n\n\nFor dataset3")
self.dataSet = KMeans.readDataSet("dataset3.txt")
self.K = DataPoints.getNoOFLabels(self.dataSet)
self.W = [[0.0 for y in range(self.K)]
for x in range(len(self.dataSet))]
self.w = [0.0 for x in range(self.K)]
self.GMM()
