Examinando por Autor "Portillo Rosero, Rubén Alexis"
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- ÍtemModelo predictivo para determinar los retiros de uniformados en el grado de patrullero de la policía nacional de Colombia(Fundación Universitaria Los Libertadores. Sede Bogotá., ) Portillo Rosero, Rubén Alexis; Montaña Ramírez, Andrea; López Piñeros, Julián David; Villarraga Palomino, Jesús AntonioThe present investigation seeks to identify a predictive model, which allows representing the reality of the withdrawals of uniformed officers in the patrol degree of the National Police of Colombia, based on the identification of patterns, according to sociodemographic characteristics and individual working conditions of this personnel. in order to predict future withdrawal behaviors using machine learning analytics. Data from 2011 to 2021 were analyzed from a quantitative approach, following a cross-sectional "non-experimental" design with an analytical-descriptive scope, based on the evaluation of metrics from the Decision Tree models, Logistic Regression, Support Vector Machine -SVM, K Nearest Neighbors-KNN and Choosing Features, the latter being classified as the predictive model, with the best result in its metrics, highlighting an accuracy of 85%, an input that serves to enhance the strategies of loyalty and retention of police human talent.