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. 2022 Oct 26;10:4901409. doi: 10.1109/JTEHM.2022.3217428

TABLE 1. Demonstration of the High Performance of Deep Learning Approach Over Machine Learning.

Procedure F1 score for Class Accuracy
Class 0 Class 1 Class 2
Random Forest 0.95890 0.66315 0.68124 0.92689
Naïve Bayes 0.29003 0.02210 0.05677 0.18305
KNN (K = 4) 0.94294 0.33855 0.40343 0.88601
KNN (K = 5) 0.92958 0.33058 0.37620 0.86321
KNN (K = 6) 0.93416 0.33537 0.38710 0.87146
CNN (1 layer) 0.92760 0.40901 0.34286 0.85941
CNN (2 layer) 0.97529 0.71035 0.88293 0.95453
Proposed 0.98075 0.75703 0.93734 0.96502