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Majid Lotfian Delouee

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#machine learning Preprint Aug 2026

From Latent Biomarkers to Clinical Rules: Embedding-Guided Rule Mining and Attribution-Based Translation for Interpretable Tabular Learning

Clinical decision support tools are most useful when accurate predictions are accompanied by understandable explanations. Rule-based models provide transparency, but rules derived directly from raw clinical measurements may miss patterns arising from interactions between multiple variables. We present a four-step pipel...

Majid Lotfian Delouee, Hamed Ayoobi, S. I. '. 't Veld et al. · 0 citations
Preprint Aug 2026

A Correspondence Score for Validating Learned Patient Representations in Clinical Tabular Data

Identifying patients with similar clinical characteristics is important for cohort discovery, clinical decision support, and personalized medicine. However, it is unclear whether learned patient representations preserve the similarities present in the original clinical data. We propose a correspondence score to directl...

Majid Lotfian Delouee, S. In't Veld, M. Schut · 0 citations

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