Sebastián Ventura

Handling imbalanced medical datasets: review of a decade of research

2024 · Artificial Intelligence Review

Abstract Machine learning and medical diagnostic studies often struggle with the issue of class imbalance in medical datasets, complicating accurate disease prediction and undermining diagnostic tools. Despite ongoing research efforts, specific characteristics of medical data …

Calculation Model for Correlating Quantitative and Qualitative Peer Assessment using Fuzzy Logic and Generating Individual and Collective Scores with Measures of Central Tendency Adjustment

2024

New teaching-learning paradigms promote the integration of various evaluations (qualitative/quantitative) of a task simultaneously, however, unifying them manually takes a long time. Fuzzy reasoning systems model the inherent uncertainty in the human reasoning process, translating …