African Remote Sensing and GIS in Earth Sciences (Earth

Advancing Scholarship Across the Continent

Vol. 2002 No. 1 (2002)

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Big Data Analytics in Urban Planning and Service Delivery in Cairo: A Systematic Review from an African Perspective

Ahmed El-Gamal, Department of Software Engineering, Alexandria University
DOI: 10.5281/zenodo.18745186
Published: August 27, 2002

Abstract

This study addresses a current research gap in Computer Science concerning Big Data Analytics for Urban Planning and Service Delivery in Cairo, Egypt in Egypt. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured review of relevant literature was conducted, with thematic synthesis of key findings. 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. Big Data Analytics for Urban Planning and Service Delivery in Cairo, Egypt, Egypt, Africa, Computer Science, systematic review 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.

How to Cite

Ahmed El-Gamal (2002). Big Data Analytics in Urban Planning and Service Delivery in Cairo: A Systematic Review from an African Perspective. African Remote Sensing and GIS in Earth Sciences (Earth, Vol. 2002 No. 1 (2002). https://doi.org/10.5281/zenodo.18745186

Keywords

CairoGeographic Information Systems (GIS)Data MiningMachine LearningSpatial AnalysisUrban InformaticsNetwork Analysis

References