Breast Cancer Detection With Optimized Machine Learning Techniques
Abstract & Details
Research Area
Computer Engineering
Keywords
Breast cancer Detection
CNN
Image processing.
Abstract
The classification of breast cancer has been the subject of interest in the fields of healthcare and bioinformatics, because it is the second main reason of cancer-related deaths in women. Breast cancer can be analyzed using a biopsy where tissue is eliminated and studied under microscope. The identification of problem is based on the qualification and experienced of the MRI, who will attention for abnormal cells. However, if the MRI is not well-trained or experienced, this may lead to wrong diagnosis. With the recent proposition in image processing and machine learning domain, there is an interest in experiment to develop a strong pattern recognition based framework to improve the quality of diagnosis. In this work, we will use the image feature extraction approach and machine learning approach for the classification of breast cancer using MRI images into benign and malignant. Using MRI image we can preprocess this image after that apply feature extraction and classify the final result using CNN Classification techniques.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Aarti Uttam Panhalkar | DY Patil Technical Campus,Talsande |
| 2 | Nikita Vikram Shewale | DY Patil Technical Campus,Talsande |
| 3 | Anjali Vasant Bandekar | DY Patil Technical Campus,Talsande |
| 4 | Amruta Manojkumar Patil | DY Patil Technical Campus,Talsande |
| 5 | Prof. Umesh Anandrao Patil | DY Patil Technical Campus,Talsande |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Panhalkar, Aarti Uttam, Shewale, Nikita Vikram, Bandekar, Anjali Vasant, Patil, Amruta Manojkumar, & Patil, Prof. Umesh Anandrao (2023). Breast Cancer Detection With Optimized Machine Learning Techniques. International Journal of Advance Research and Innovative Ideas In Education, 9(3), 1775-1779.
MLA Style
Panhalkar, Aarti Uttam, et al. "Breast Cancer Detection With Optimized Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, 2023, pp. 1775-1779.
IEEE Style
Aarti Uttam Panhalkar, Nikita Vikram Shewale, Anjali Vasant Bandekar, Amruta Manojkumar Patil, and Prof. Umesh Anandrao Patil, "Breast Cancer Detection With Optimized Machine Learning Techniques," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, pp. 1775-1779, 2023.
Vancouver Style
Panhalkar Aarti Uttam, Shewale Nikita Vikram, Bandekar Anjali Vasant, Patil Amruta Manojkumar, Patil Prof. Umesh Anandrao. Breast Cancer Detection With Optimized Machine Learning Techniques. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(3):1775-1779.
Harvard Style
Panhalkar, Aarti Uttam, Shewale, Nikita Vikram, Bandekar, Anjali Vasant, Patil, Amruta Manojkumar, & Patil, Prof. Umesh Anandrao (2023) 'Breast Cancer Detection With Optimized Machine Learning Techniques', International Journal of Advance Research and Innovative Ideas In Education, 9(3), pp. 1775-1779.
Chicago Style
Panhalkar, Aarti Uttam, et al. "Breast Cancer Detection With Optimized Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 1775-1779.
Turabian Style
Panhalkar, Aarti Uttam, et al. "Breast Cancer Detection With Optimized Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 1775-1779.
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