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. 2024 Jan 31;18:1345575. doi: 10.3389/fncom.2024.1345575

Table 4.

Summary of dataset characteristics related to the applicability of 8 algorithms – mixed variable datasets.

Dataset characteristic LR C4.5 SVM AB kNN NB RF BP
P √ √ √ √ √ √
N √ √ √ √ √ √ √
N_class √ √ √ √
R_largest √ √ √ √
R_least √ √ √ √ √ √
R_binary √ √ √ √
R_discrete √ √ √ √ √
R_continous √ √ √ √
Geomean √ √ √ √ √
Harmean √ √ √ √ √ √
MAD √ √ √ √ √ √
Var √ √
Std √ √ √ √
MAr √ √ √ √ √ √
IQR √ √ √
D √ √ √ √ √ √
Skewness √ √ √ √ √
Kurtosis √ √ √ √ √ √
Trimean √ √ √ √ √
Percentile √ √ √ √ √
ME_V √ √ √ √ √
E_C √ √ √ √
MME_CV √ √ √ √ √
ENV √ √ √ √ √ √ √
NSR √ √ √ √ √
Field label √ √ √