Table 3 The result of standardization
From: Intrusion detection model using machine learning algorithm on Big Data environment
The dataset record | |
|---|---|
The record before standardization | res1:org.apache.spark.mllib.regression.LabeledPoint = (1.0,[0.0,181.0,5450.0,0.0,0.0,0.0,0.0,0.0,1.0, 0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.0,8.0, 0.0,0.0,0.0,0.0,1.0,0.0,0.0,9.0,9.0,1.0,0.0,0.11, 0.0,0.0,0.0,0.0,0.0]) |
The record after standardization | res2:org.apache.spark.mllib.regression.LabeledPoint = (1.0,[0.0,1.8315794844034117E-4,0.16495156759878019, 0.0,0.0,0.0,0.0,0.0,2.814168444874875, 0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0, 0.03753270996838475,0.03247770581832668,0.0,0.0,0.0,0.0, 2.576061480099788,0.0,0.0,0.13900605646702138, 0.0848732827397667,2.434387313317322,0.0, 0.22854329046843286,0.0,0.0,0.0,0.0,0.0]) |