GOMPERTZ ALGORITHM FOR THE DETECTION OF BREAST CANCER USING MAMMOGRAPHIC IMAGES

GOMPERTZ ALGORITHM FOR THE DETECTION OF BREAST CANCER USING MAMMOGRAPHIC IMAGES

Authors

  • Abdiyeva K.S Docent of the Samarkand State University named after Sharof Rashidov
  • Shamsiyeva K PhD student at the Scientific Research Institute for the Development of Digital Technologies and Artificial Intelligence
  • Oblokulov S A teacher at the Samarkand State University named after Sharof Rashidov

Keywords:

breast cancer, Gompertz function, mammography, deep learning, ensemble learning.

Abstract

Millions of women worldwide are impacted by breast cancer every year, making
it one of the most common malignancies worldwide. An important development in the field is the
re-parameterized Gompertz method, which is merged with fuzzy rankings and applied to deep
Convolutional Neural Network (CNN) models for breast cancer identification from mammography
pictures. This study demonstrates how well-established techniques can be used with creative ideas
to improve breast cancer detection precision and accuracy.

References

Abdiyeva Kh.S., Yusupov O.R. Extraction of Informative Features in Mammography Images Based on LBP Method // Raqamli texnologiyalarning nazariy va amaliy masalalari xalqaro jurnali. – 2023. – Vol. 6, No. 4. – B. 75–82.

Abdiyeva Kh.S. Parametrik aktiv kontur usuli asosida raqamli mammogrammalarda ko‘krak o‘sma sohalarini segmentlash // Informatika va energetika muammolari. – 2023. – № 6. – B. 36–47.

Грузман И.С., Киричук В.С., Косых В.П., Перетягин Г.И. и др. Цифровая обработка изображений в информационных системах. – Новосибирск: Изд-во НГТУ, 2002. – 352 с.

Бойко Д.А., Филатова А.Е. Метод повышения качества визуализации рентгенологических изображений // Вестник Национального технического университета «Харьковский политехнический институт». Серия: Информатика и моделирование. – 2015. – № 32. – С. 19–26.

Gardezi S.J., Elazab A., Lei B., Wang T. Breast Cancer Detection and Diagnosis Using Mammographic Data: Systematic Review // Journal of Medical Internet Research. – 2019. – Vol. 21, No. 7. – Article e14464.

Fazilov S., Abdieva Kh., Yusupov O., Eshonqulov E., Malikov Z. Re-Parameterized Gompertz Algorithm for the Fuzzy Ranks of Deep CNN Models in the Identification of Breast Cancer Using Mammography Images // AIP Conference Proceedings. – 2024. – Vol. 3244. – Article 030083. DOI: .

Published

2025-04-18

How to Cite

Abdiyeva K.S, Shamsiyeva K, & Oblokulov S. (2025). GOMPERTZ ALGORITHM FOR THE DETECTION OF BREAST CANCER USING MAMMOGRAPHIC IMAGES. MANAGEMENT AND ECONOMICS SCIENTIFIC RESEARCH JOURNAL, 2(2), 31–34. Retrieved from https://journals.timeedu.uz/index.php/mesr/article/view/352

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