(especially in an interactive data mining application), there may be cases where
we are ... mining applications involving large or dynamic datasets, is the stability
...
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Cleansing Data
Extraction
(or Data Preparation)
Transformation
Mining
Results Evaluation & Validation
s 8;¥abCD,R É3> \ f MCRA?Ajxj o D,B^]RT,T
Discovered Knowledge
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:
8
20
6 15
4 10
2
5
0
0
−2
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−4 −4
−2
0
2
4
6
8
=
−5 −5
0
5
10
15
20
(units) 24
.. .
22 20 18 16 14 12 10
.
8
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START
Standard Distribution?
No
Detect DB(p,D)−Outliers
No
Poisson?
STOP
Yes
Normal?
No
...
Yes
...
Yes
Mean and Variance both Unknown?
No
Mean Known & Variance Unknown?
No
...
Yes
...
Yes
Check for Upper Outlier(s)?
Yes
Check for Single Outlier?
Yes
(Perform Test)
No
No
Check for Lower Outlier(s)?
Yes
...
Check for Outlier Pair?
Yes
...
Yes
...
No
No
Check for Upper and Lower Outlier Combinations? No
Yes
...
Check for Multiple Such Outliers? No
STOP
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