Predicting Breast Cancer Leveraging Supervised Machine Learning Techniques

Table 5

Classification accuracy.

Machine learning method	Ratio (training: testing)
	60 : 40	70 : 30	80 : 20
	Accuracy
Random Forests	95.40%	96.67%	98.07%
ANN	93.02%	85.53%	97.35%
Gradient Boosting	94.56%	95.70%	97.07%
SVM	97.55%	97.21%	97.76%
MLP	98.11%	98.99%	99.12%