Breast Cancer Prediction using Machine Learning Algorithms
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 6 | Views: 178 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Masters Thesis | Computer Science | India | Volume 12 Issue 10, October 2023 | Popularity: 5.6 / 10


     

Breast Cancer Prediction using Machine Learning Algorithms

Madasu Mallika, Dr. K. Suresh Babu


Abstract: The project is titled "Breast Cancer Prediction Using Machine Learning Algorithms." Breast cancer affects a significant number of women world-wide and ranks as the second most common cause of death among women. Early detection of breast cancer can drastically improve the prognosis and chances of survival by enabling timely clinical therapy. Furthermore, precise benign tumour classification can help patients avoid unnecessary treatment. The dataset for this study includes several clinical features such as insulin, glucose, resistin, adiponectin, homeostasis model assessment (HOMA), leptin, and monocyte chemoattractant protein-1 (MCP-1), along with age and body mass index (BMI). In this study, we will apply three machine learning algorithms: Support Vector Machine (SVM), Random Forest (RF), and Logistic Regression (LR) to the Coimbra Breast Cancer Dataset (CBCD). After obtaining the results, a performance evaluation and comparison will be conducted among these different classifiers. This study aims to utilize machine learning algorithms for breast cancer prediction with a focus on identifying the most efficient classifiers through a comprehensive analysis of the confusion matrix, accuracy, and precision.


Keywords: Machine Learning, Support vector Machine, Random Forest, Logistic Regression


Edition: Volume 12 Issue 10, October 2023


Pages: 1235 - 1238


DOI: https://www.doi.org/10.21275/SR231015173828



Make Sure to Disable the Pop-Up Blocker of Web Browser


Text copied to Clipboard!
Madasu Mallika, Dr. K. Suresh Babu, "Breast Cancer Prediction using Machine Learning Algorithms", International Journal of Science and Research (IJSR), Volume 12 Issue 10, October 2023, pp. 1235-1238, https://www.ijsr.net/getabstract.php?paperid=SR231015173828, DOI: https://www.doi.org/10.21275/SR231015173828

Similar Articles

Downloads: 0

Analysis Study Research Paper, Computer Science, India, Volume 11 Issue 11, November 2022

Pages: 85 - 90

Analysis of an Ensemble Model for Network Intrusion Detection

Rahul R S, Rithvik M, Gururaja H S, Vikram K

Share this Article

Downloads: 0

Research Paper, Computer Science, India, Volume 13 Issue 7, July 2024

Pages: 544 - 546

Detecting Stress in Software Professionals: A Machine Learning and Image Processing Approach

Geethu C Nair, Kavya T S, Shilpa S

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science, India, Volume 11 Issue 5, May 2022

Pages: 1284 - 1287

Automated Cataract Diagnosis

Geethu C Nair

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science, India, Volume 12 Issue 12, December 2023

Pages: 1936 - 1944

Automated DSegNet Model for the Classification and Recognition of Rice Plant Diseases using Transfer Learning

D. Felicia Rose Anandhi, S. Sathiamoorthy

Share this Article

Downloads: 2 | Weekly Hits: ⮙2 | Monthly Hits: ⮙2

Research Paper, Computer Science, India, Volume 11 Issue 9, September 2022

Pages: 463 - 469

Fraudulent Transactions Detection using Machine Learning

Asher George Jacob

Share this Article
Top