Table 2:
Missing values replacement performance comparison between ARC-cache and WEKA (standard function for replacing missing values).
Dataset
Wrong instance number
Wrong prediction (%)
VFDT accuracy
MDP = 0%
N/A
N/A
0.899269
MDP = 50%
N/A
N/A
0.828151
WEKA (mean)
210521
42.10%
0.867028
ARC (
)
166712
33.34%
0.886413
ARC (
)
166679
33.34%
0.886413
ARC (
)
166903
33.38%
0.886413