Employing a Machine Learning Approach to Detect Combined Internet of Things Attacks against Two Objective Functions Using a Novel Dataset

Table 6

Experiment 1 results.

	Correctly classified instances (%)	Balancing technique average (%)
ZeroR	20.59	20.59
SMOTE–NB	86.14	73.76
SMOTE–SVM	34.65
SMOTE–MLP	91.09
SMOTE–RF	83.17
Subsample–NB	52.00	34.00
Subsample–SVM	12.00
Subsample–MLP	24.00
Subsample–RF	48.00