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cs.LG2026
Translation of Black-Box Clinical Prediction Models into Standalone Transparent Nomograms: Temporal External Validation in Heart Transplantation
Henry Pigot, Paulo J. G. Lisboa, Sandra Ortega-Martorell +3
We convert black-box clinical prediction models for tabular data into standalone nomograms that can be audited term by term. PRiSM (Partial Responses in Structured Models) takes th…
cs.LG2018
Transformative Machine Learning
Ivan Olier, Oghenejokpeme I. Orhobor, Joaquin Vanschoren +1
The key to success in machine learning (ML) is the use of effective data representations. Traditionally, data representations were hand-crafted. Recently it has been demonstrated t…