BACKGROUND
Missing data compromise the secondary use of clinical databases, particularly when variables are bounded by clinically defined ranges or discrete scoring rules. Imputation methods may achieve acceptable reconstruction error while producing clinically invalid values. We evaluated a constraint-aware imputation...
Moad Hani, Saïd Mahmoudi, Mohammed Benjelloun et al.· International Journal of Med...· 0 citations
This review synthesises the current state of longitudinal modelling, feature selection, and missing-data imputation for PD, drawing on 154 studies identified through a documented search strategy covering January 2011 to July 2025, with a focus on technical rigour and clinical translation.
Moad Hani, N. Betrouni, Saïd Mahmoudi et al.· AI Computer Science and Robo...· 0 citations
Neural Architecture Search (NAS) automates network design, but evaluating a single candidate requires training it to convergence, making exhaustive search intractable. Zero-cost proxies estimate architecture quality at initialization in seconds, yet a single proxy is noisy, and combining several does not straightforwar...
Hassan Touayouch, Rabie Najem, Mohammed Benjelloun· 0 citations
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