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Optimizing Cervical Cancer Classification with SVM and Improved Genetic Algorithm on Pap Smear Images
Authors: S. Umamaheswari, Y. Birnica, J. Boobalan, V. S. Akshaya
Keywords: SVM, Pap smear images, Cervical cancer, GA, Healthcare.
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Keywords: SVM, Pap smear images, Cervical cancer, GA, Healthcare.
Abstract
This study presents an approach to optimize cervical cancer classification using Support Vector Machines (SVM) and an improved Genetic Algorithm (GA) on Pap smear images. The proposed methodology involves preprocessing the images, extracting relevant features, and employing a genetic algorithm for feature selection. An SVM classifier is trained using the selected features and optimized using the genetic algorithm. The performance of the optimized model is evaluated, demonstrating improved accuracy and efficiency in cervical cancer classification. The findings hold the potential for assisting healthcare professionals in early cervical cancer diagnosis based on Pap smear images.S. Umamaheswari
ORCID: https://orcid.org/0000-0001-6590-2521
Associate Professor, Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
Y. Birnica
Dept. Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
J. Boobalan
ORCID: https://orcid.org/0000-0002-9655-5435
Assistant Professor, Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
V. S. Akshaya
ORCID: https://orcid.org/0000-0001-7120-3006
Professor, Dept. of. CSE, Sri Eshwar College of Engineering
Coimbatore, Tamilnadu, India.
E-mail:
ORCID: https://orcid.org/0000-0001-6590-2521
Associate Professor, Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
Y. Birnica
Dept. Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
J. Boobalan
ORCID: https://orcid.org/0000-0002-9655-5435
Assistant Professor, Dept.of ECE, Kumaraguru College of Technology
Coimbatore, Tamilnadu, India.
E-mail:
V. S. Akshaya
ORCID: https://orcid.org/0000-0001-7120-3006
Professor, Dept. of. CSE, Sri Eshwar College of Engineering
Coimbatore, Tamilnadu, India.
E-mail:
DOI
https://doi.org/10.56415/csjm.v32.05Fulltext
– 0.97 Mb
Contents
- Formal Analysis of Medical Systems using Multi-Agent Systems with Information Sharing
- Outer independent total double Italian domination number
- On the trees with maximum Cardinality-Redundance number
- Vector finite fields of characteristic two as algebraic support of multivariate cryptography
- Optimizing Cervical Cancer Classification with SVM and Improved Genetic Algorithm on Pap Smear Images
- A Binary Grey Wolf Optimizer with Mutation for Mining Association Rules
- A Coloured Petri Net-based approach and Genetic Algorithms for improving services in the Emergency Department
- Efficient GPU Power Management through Advanced Framework Utilizing Optimization Algorithms
