Comparative Analysis of Data Preprocessing Methods in Machine Learning for Breast Cancer Classification

Author:

Stockton Timothy,Peddle Brandon,Gaulin Angelica,Wiechert Emma,Lu Wei

Publisher

Springer Nature Switzerland

Reference30 articles.

1. American Cancer Society. About Breast Cancer (2023). https://www.cancer.org/content/dam/CRC/PDF/Public/8577.00.pdf

2. American Cancer Society. Breast Cancer Facts & Figures 2022–2024. https://www.cancer.org/content/dam/cancer-org/research/cancer-facts-and-statistics/breast-cancer-facts-and-figures/2022-2024-breast-cancer-fact-figures-acs.pdf

3. Gordon, P.B.: The impact of dense breasts on the stage of breast cancer at diagnosis: a review and options for supplemental screening. Curr. Oncol. 29(5), 3595–3636 (2022). https://doi.org/10.3390/curroncol29050291

4. Chen, H.L., Zhou, J.Q., Chen, Q., Deng, Y.C.: Comparison of the sensitivity of mammography, ultrasound, magnetic resonance imaging and combinations of these imaging modalities for the detection of small (≤2 cm) breast cancer. Medicine 100(26), e26531 (2021)

5. National Cancer Institute. Dense Breasts: Answers to Commonly Asked Questions - National Cancer Institute. www.cancer.gov, https://www.cancer.gov/types/breast/breast-changes/dense-breasts. Accessed 11 Dec 2023

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