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Data Sets with Events

Data Sets with no Events

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IEPM

[[rar

^datasets-with-events.rar]] 3.4 MB, [[zip

^datasets-with-events.zip]] 3.6 MB

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^datasets-with-no-events.rar]] 3.3 MB, [[zip

^datasets-with-no-events.zip]] 3.5 MB

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The range of input parameters used for the comparative analysis are summarized below. Note that each algorithm requires a different set of parameters.

Input/Tuning parameters

Plateau Algorithm (PL)

History Buffer Length (H)

Trigger Buffer Length (T)

Threshold (th)

Sensitivity (s)

240

6 - 45

0.10 - 0.70

1.0 - 2.8

Kalman Filters Method (KF)

Sensitivity (K)

Time Window (h)

0.001 - 11.0

6 - 20

Holt Winter's Method (HW)

?

?

?

?

0.1

0.1 - 0.3

0.1 - 0.5

2.0

Adaptive Fault Detector (AFD)

Window Size (N)

?

?

No. of Training Data (Hn)

20

0.95

0.0015 - 0.1

100

Decision Theoretic Approach (DTA)

History Buffer Length (N)

?

?

Median filter length ( n)

30 - 90

0.01 - 0.34 

0.99

100

ROC Results

CERN