Database with the information used in the analysis.
dataset
posted on 2025-02-25, 18:43 authored by Yvan J. Garcia-Lopez, Luis A. del Carpio CastroThe database contains the indicators employed in the research and the ICRP for the years 2016–2023.
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reducing score distortionsproviding actionable insightspromotes academic knowledgepillar components alignidentifying influential variableshighest predictive accuracyfive key pillarspredictive models capablenew machine learningexploratory data analysisimprove regional competitivenessassessing regional competitivenessmachine learning modelsdiv >< p2 supregional competitiveness datamachine learningregional competitivenessmodels allowsdata providedsuitability indexresults demonstrateresearch usesreplicable methodologyrandom forestpractical applicationsneural networksnational levelgradient boostingfindings providedriven frameworkdeterminants ’.design conceptsdecision treescentrum pucp
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