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Benchmarks
Drift Detection and Model Selection on UCI-Wine
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0.34
Kappa
ARF
0.0488
0.1244
0.2
0.2756
Mar 11, 2026
Kappa
C-F1 Score
Runtime (s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Kappa
C-F1 Score
Runtime (s)
ARF
Framework=ARF
2026.03
0.34
0.63
812.35
FiCSUM
Framework=FiCSUM
2026.03
0.26
0.71
1,061.45
U-MI
Representation=U-MI
2026.03
0.23
73
-
FiCSUM
Representation=FiCSUM
2026.03
0.23
92
-
HTCD
Framework=HTCD
2026.03
0.21
0.13
147.34
ER
Representation=ER
2026.03
0.2
54
-
ER
Framework=ER
2026.03
0.2
0.52
123.93
S-MI
Representation=S-MI
2026.03
0.18
51
-
DWM
Framework=DWM
2026.03
0.18
0.63
140.28
RCD
Framework=RCD
2026.03
0.06
0.47
1,323.12
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