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Pre Screening of Cervical Cancer Through Gradient Boosting Ensemble Learning Method

S. Priya1,*, N. K. Karthikeyan1, D. Palanikkumar2

1 Coimbatore Institute of Technology, Coimbatore, India
2 Dr. NGP Institute of Technology, Coimbatore, India

* Corresponding Author: S. Priya. Email: email

Intelligent Automation & Soft Computing 2023, 35(3), 2673-2685. https://doi.org/10.32604/iasc.2023.028599

Abstract

In recent years, cervical cancer is one of the most common diseases which occur in any woman regardless of any age. This is the deadliest disease since there were no symptoms shown till it is diagnosed to be the last stage. For women at a certain age, it is better to have a proper screening for cervical cancer. In most underdeveloped nations, it is very difficult to have frequent scanning for cervical cancer. Data Mining and machine learning methodologies help widely in finding the important causes for cervical cancer. The proposed work describes a multi-class classification approach is implemented for the dataset using Support Vector Machine (SVM) and the perception learning method. It is known that most classification algorithms are designed for solving binary classification problems. From a heuristic approach, the problem is addressed as a multiclass classification problem. A Gradient Boosting Machine (GBM) is also used in implementation in order to increase the classifier accuracy. The proposed model is evaluated in terms of accuracy, sensitivity and found that this model works well in identifying the risk factors of cervical cancer.

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APA Style
Priya, S., Karthikeyan, N.K., Palanikkumar, D. (2023). Pre screening of cervical cancer through gradient boosting ensemble learning method. Intelligent Automation & Soft Computing, 35(3), 2673-2685. https://doi.org/10.32604/iasc.2023.028599
Vancouver Style
Priya S, Karthikeyan NK, Palanikkumar D. Pre screening of cervical cancer through gradient boosting ensemble learning method. Intell Automat Soft Comput . 2023;35(3):2673-2685 https://doi.org/10.32604/iasc.2023.028599
IEEE Style
S. Priya, N.K. Karthikeyan, and D. Palanikkumar, “Pre Screening of Cervical Cancer Through Gradient Boosting Ensemble Learning Method,” Intell. Automat. Soft Comput. , vol. 35, no. 3, pp. 2673-2685, 2023. https://doi.org/10.32604/iasc.2023.028599



cc Copyright © 2023 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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