Gorde:
Xehetasun bibliografikoak
Egile Nagusiak: Amoah-Twie, Abena, Asare-Darkwah, Yaw, Kyei-Kuffour, Kofi
Formatua: Recurso digital
Hizkuntza:ingelesa
Argitaratua: Zenodo 2014
Gaiak:
Sarrera elektronikoa:https://doi.org/10.5281/zenodo.19039272
Etiketak: Etiketa erantsi
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Aurkibidea:
  • <p>This study addresses a current research gap in Computer Science concerning Methodological evaluation of municipal water systems systems in Ghana: multilevel regression analysis for measuring adoption rates in Ghana. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Methodological evaluation of municipal water systems systems in Ghana: multilevel regression analysis for measuring adoption rates, Ghana, Africa, Computer Science, original research This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p>