IFRS 9 requires expected credit loss (ECL) measurement to incorporate past events, current conditions and reasonable and supportable forecasts of future economic conditions. This study develops a stochastic uncertainty-propagation framework that maps uncertainty in credit-risk inputs and economic scenarios into a distr...
Charles Otieno Ndede, David Chepkonga, Cheruiyot W. Kipkoech· International journal of res...· 0 citations
This study presents an implementation framework for point-supervised remote sensing image segmentation using Partial Cross Entropy Loss and provides a simple, modular, and reproducible implementation and establishes a foundation for future investigations involving weakly supervised and semi-supervised remote sensing im...
Loraine Mutune, Tecla Mutave Kyalo, J. Mutinda et al.· Asian Journal of Research in...· 0 citations
This framework illustrates, without any claim of clinical validity, how a leakage-safe ML pipeline and SHAP interpretability can be combined and rigorously self-audited; real patient-level data and external validation are required before any clinical inference is drawn.
David Chepkonga, A. Langat, Ebenezer Esenogho et al.· Asian Journal of Research in...· 0 citations
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