Research Article

[Retracted] CT-ML: Diagnosis of Breast Cancer Based on Ultrasound Images and Time-Dependent Feature Extraction Methods Using Contourlet Transformation and Machine Learning

Algorithm 1

Presented Algorithm 1.
Input:
Output: Labels (Normal, Benign, Malignant)
Filter = pkva,
Number of levels = 
Smooth function = Raised cosine
Contourlet Decomposition:
Reshape sub-bands:
For i=1:9
End For
Feature Extraction:
For j=1:9
For k=1:7
End For
End For
Feature reduction:
Classification:
Train (KNN , Labels)
Train (SVM , Labels)
Train (LDA , Labels)
Train (DT , Labels)
Train (CNN , Labels)
Performance Analysis:
Plot (Confusion Matrix);
Plot (Performance Plot)
Plot (ROC)