Author

M. B. Salazar-Sánchez

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Conference Aug 2026

Breast Cancer Classification: A Statistical Evaluation of Dimensionality Reduction

Breast cancer is one of the leading causes of cancer-related mortality among women worldwide. Although machine learning models have demonstrated high performance in breast tumor classification, the impact of dimensionality reduction on predictive performance remains insufficiently explored. This study evaluates the eff...

Andrés Felipe González Jaramillo, Juan Camilo Vélez Chaverra, Luis Felipe Buitrago Castro et al. · 2026 IEEE Colombian Conferen... · 0 citations

Review Open access Aug 2026

Explainable Artificial Intelligence for Tabular Data in Healthcare: A Systematic Review of Methods, Evaluation, and Applications

This systematic review provides a comprehensive analysis of XAI methods specifically applied to tabular healthcare data for classification tasks, revealing that SHAP remains the dominant post-hoc method, achieving strong model fidelity but showing inconsistent alignment with clinical expert reasoning.

Angelower Santana-Velásquez, M. B. Salazar-Sánchez · Computers · 0 citations