Author

A. Tridane

3 papers indexed here

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Open access Sep 2026

Machine learning–based ecological prediction of maternal mortality ratio in malaria-endemic Africa

Malaria in pregnancy remains a significant public health concern in sub-Saharan Africa. It may contribute to population-level maternal mortality through adverse maternal outcomes. This study aims to develop a machine learning framework to predict maternal mortality ratio (MMR) across African countries. A sup...

Messaouda Belfakir, Imad Shahid, M. Belfkir et al. · Frontiers in Public Health · 0 citations

Open access Aug 2026

Macro-level predictors and temporal persistence of global mental health burden: a machine-learning panel study, 1990–2023

Overall the results point toward development, labour market conditions, environmental exposure, and displacement as important macro-level variables associated with aggregate mental health burden, even if the interpretation stays ecological and not causal.

Imad Shahid, G. Benrhmach, K. el Moutaouakil et al. · Discover Analytics · 0 citations

Open access 2026

FI-CSP-OM: A Hybrid Fuzzy Inference and Constraint Satisfaction Approach for Oversampling

A new hybrid framework that combines Fuzzy Inference Systems, Constraint Satisfaction Problems, and Optimization Modeling together for analysing and interpreting imbalanced datasets offers a powerful and interpretable approach for handling imbalanced classification problems by combining fuzzy logic, data mining, and co...

A. Al-Shaery, M. Roudani, K. el Moutaouakil et al. · IEEE Access · 0 citations