Table 3.

Data mining method.

Machine Learning Method	Advantages	Disadvantages
Decision Tree	Low complexity	Accuracy depends on the design of the features and tree
Artificial Neural Network	Robustness and widely applicable	Initial value, Long training time Over-training and Dependent.
Support Vector Machine	Repeatable training process, good performance	Supervised learning, parameter dependent.
Random Forest	Resistance to over training, Improve prediction accuracy	Fundamentally discrete, Large number of trees may make the algorithm slow for real-time prediction

Margin - Margin qualities will be an essential BI-RADS type throughout determining the likelihood of malignancy. This kind of BI-RADS type has several subcategories devoted to different qualities on the cancer mark up, including: “indistinct,' '“angular,' '“microlobulated” and also “spiculated,' 'that are concern features.

Echo pattern - Echo pattern may possibly be determined by checking structure which plays a crucial role from the difference in between lesions on the skin inside and ultrasound imaging.