Table 1 Accuracy of algorithms by brain... | Emerald Publishing

Table 1

Accuracy of algorithms by brain structure and gender

Brain structure	Men		Women
	Best algorithm	Accuracy (%)	Best algorithm	Accuracy (%)
Putamen	Extra Trees	86.36	AdaBoost	61.54
Brainstem	Extra Trees	84.09	Decision Tree	57.69
Thalamus	Extra Trees	77.27	AdaBoost	50.00
Palladium	Extra Trees	75.00	Decision Tree	65.38
Amygdala	Extra Trees	72.73	Naive Bayes	69.23
Caudate	Extra Trees	70.45	AdaBoost	53.85
Hippocampus	Random Forest	70.45	Decision Tree	53.85
Accumbens	Extra Trees	65.91	Naive Bayes	53.85

Brain structure	Men		Women
	Best algorithm	Accuracy (%)	Best algorithm	Accuracy (%)
Putamen	Extra Trees	86.36	AdaBoost	61.54
Brainstem	Extra Trees	84.09	Decision Tree	57.69
Thalamus	Extra Trees	77.27	AdaBoost	50.00
Palladium	Extra Trees	75.00	Decision Tree	65.38
Amygdala	Extra Trees	72.73	Naive Bayes	69.23
Caudate	Extra Trees	70.45	AdaBoost	53.85
Hippocampus	Random Forest	70.45	Decision Tree	53.85
Accumbens	Extra Trees	65.91	Naive Bayes	53.85

Source(s): Authors’ own work