This study presents a comprehensive feature engineering process for the early detection of prostate cancer using machine learning methodology. The dataset consisted of key clinical indicators — PSA level, patient age, prostate volume, Gleason score, and clinical stage — which were processed using ANOVA, Chi-square, PCA, RFE, LASSO, and SHAP techniques. The primary objective was to identify the most influential diagnostic features that improve model performance and ensure interpretability.
| Mualliflar | Madolimov, F., Мадолимов, Ф., Madolimov, F. |
|---|---|
| Jurnal | Ilim ha’m ja’miyet |
| Nashriyot | Нукус давлат педагогика институти |
| ISSN | 2010-720x, 2181-1555 |
| Nashr sanasi | 2026-02-16 |
| Son | 1-1 |
| Betlar | 24-26 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-08-26 |
prostata saratoni, mashinaviy o‘rganish, feature engineering, PCA, SHAP, diagnostika, рак предстательной железы, машинное обучение, инженерия признаков, PCA, SHAP, диагностика, prostate cancer, machine learning, feature engineering, PCA, SHAP, diagnostics
| APA | Madolimov, F., Мадолимов, Ф., & Madolimov, F. (2026). HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER. Ilim ha’m ja’miyet, (1-1), 24-26. https://journal.ndpi.uz/index/article/view/2026-1-1-007 |
|---|---|
| GOST (OAK) | Madolimov, F., Мадолимов, Ф., Madolimov, F. HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER // Ilim ha’m ja’miyet. – 2026. – № 1-1. – P. 24-26. |
| MLA | Madolimov, F., Мадолимов, Ф., and Madolimov, F. “HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER.” Ilim ha’m ja’miyet, (1-1), 24-26, 2026. https://journal.ndpi.uz/index/article/view/2026-1-1-007 |
| Chicago | Madolimov, F., Мадолимов, Ф., and Madolimov, F. “HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER.” Ilim ha’m ja’miyet, (1-1), 24-26 (2026). https://journal.ndpi.uz/index/article/view/2026-1-1-007 |
| Harvard | Madolimov, F., Мадолимов, Ф., and Madolimov, F (2026) ‘HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER’, Ilim ha’m ja’miyet, (1-1), 24-26. https://journal.ndpi.uz/index/article/view/2026-1-1-007 |
| BibTeX | @article{madolimovf2026,
title = {HIGH-PRECISION AI PIPELINE EXPLAINED IN PROSTATA CANCER},
author = {Madolimov, F. and Мадолимов, Ф. and Madolimov, F.},
journal = {Ilim ha’m ja’miyet},
year = {2026},
number = {1-1},
pages = {24-26},
url = {https://journal.ndpi.uz/index/article/view/2026-1-1-007}
} |
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