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. Author manuscript; available in PMC: 2021 Feb 9.
Published in final edited form as: Proc Annu Hawaii Int Conf Syst Sci. 2021 Jan;54:3583–3592.

Table 3.

Feature pruning results using SMOTE

Model Pruned Feature Set
Random Forest  mean skin temperature, EDA mean, x-axis median, y-axis interquartile range, z-axis interquartile range
Decision Tree  mean skin temperature, EDA 20th percentile, EDA mean, z-axis median
Logistic Regression  mean skin temperature, EDA peaks, EDA mean, x-axis total power, y-axis interquartile range, y-axis zero crossing rate, y-axis minimum, y-axis skew
Support Vector Machine  mean skin temperature, EDA 20th percentile, y-axis median, z-axis mean