ISSN 2394-5125
 

Review Article 


MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS

Hemalatha Eedi, Morarjee Kolla.

Abstract
Breast cancer is the most common cancer in women worldwide and it remains the most common cause of cancer-related death in woman globally. Machine Learning techniques have been proven to be of great help in prognosis and diagnosis of various health related issues. This work constitutes a comparison of five machine learning (ML) algorithms: Logistic Regression (LR), K-Nearest Neighbor (KNN), Naive-Bayes (NB), Decision Tree (DT), Random Forest (RF) on the Breast Cancer Wisconsin Diagnostic (BCWD) dataset. Features were extracted from the digitized images of FNA tests on a breast mass. Results show that Random Forests performs better among all the models across different classification metrics such as accuracy, precision, recall, and f1-score.

Key words: Breast cancer, Decision Tree, K-Nearest Neighbor, Logistic Regression, Machine Learning, Nave-Bayes, Random Forest.


 
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Pubmed Style

Hemalatha Eedi, Morarjee Kolla. MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. JCR. 2020; 7(4): 806-811. doi:10.31838/jcr.07.04.149


Web Style

Hemalatha Eedi, Morarjee Kolla. MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. http://www.jcreview.com/?mno=96111 [Access: April 10, 2021]. doi:10.31838/jcr.07.04.149


AMA (American Medical Association) Style

Hemalatha Eedi, Morarjee Kolla. MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. JCR. 2020; 7(4): 806-811. doi:10.31838/jcr.07.04.149



Vancouver/ICMJE Style

Hemalatha Eedi, Morarjee Kolla. MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. JCR. (2020), [cited April 10, 2021]; 7(4): 806-811. doi:10.31838/jcr.07.04.149



Harvard Style

Hemalatha Eedi, Morarjee Kolla (2020) MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. JCR, 7 (4), 806-811. doi:10.31838/jcr.07.04.149



Turabian Style

Hemalatha Eedi, Morarjee Kolla. 2020. MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. Journal of Critical Reviews, 7 (4), 806-811. doi:10.31838/jcr.07.04.149



Chicago Style

Hemalatha Eedi, Morarjee Kolla. "MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS." Journal of Critical Reviews 7 (2020), 806-811. doi:10.31838/jcr.07.04.149



MLA (The Modern Language Association) Style

Hemalatha Eedi, Morarjee Kolla. "MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS." Journal of Critical Reviews 7.4 (2020), 806-811. Print. doi:10.31838/jcr.07.04.149



APA (American Psychological Association) Style

Hemalatha Eedi, Morarjee Kolla (2020) MACHINE LEARNING APPROACHES FOR HEALTHCARE DATA ANALYSIS. Journal of Critical Reviews, 7 (4), 806-811. doi:10.31838/jcr.07.04.149