Results of data reduction without considering the data label (KDDCup99)
Parameters of DBSCAN | Reduction data (%) | Number of data |
---|---|---|
Not using DBSCAN | 0 | 25,192 |
MinPts=10; Eps=0.1; MinNeighborhood=0.05 | 5 | 23,932 |
MinPts=10; Eps=0.1; MinNeighborhood=0.3 | 20 | 20,154 |
MinPts=10; Eps=0.25; MinNeighborhood=0.28 | 30 | 17,634 |
MinPts=40; Eps=0.6; MinNeighborhood=0.6 | 49 | 12,848 |
MinPts=115; Eps=1.2; MinNeighborhood=0.8 | 60 | 10,080 |
MinPts=125; Eps=1.5; MinNeighborhood=1 | 80 | 5,040 |