www-ai.cs.tu-dortmund.de/LEHRE/FACHPROJEKT/SS12/paper/outlier/assent2010.pdf
detection
accuracy
0 8
1 accuracy
0,6
0,8
0 2
0,4
0
0,2
0 0 0 5 1 0 1 5 2 0 2 5 3 0 3 5 time0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 time
(c) Prototypical anytime algorithm: good initially, improving with more time [...] Figure 3: Mean outlier score.
1300000 1305000 1310000 1315000 1320000 1325000
0. 00
00 0.
00 05
0. 00
10 0.
00 15
0. 00
20
Cl. 1 Cl. 2 Cl. 3 New Noise
Outlier−Score using PDE on Interrupt−Level L3
Time
Sc [...] Recently, some approaches for outlier detection on data streams have been proposed [1, 3, 24, 26]. Anguilli et al.
[3] compute distance-based outliers within a fixed window over the stream. A statistical …