Examinando por Autor "Fonseca Garzón, Jhon Alexander"
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- ÍtemSeries de tiempo y Random Forest Regression en el periodo 2015 - 2019 modelamiento de la temperatura en Bogotá(Fundación Universitaria Los Libertadores. Sede Bogotá., ) Fonseca Garzón, Jhon Alexander; Lopez Moreno, Edgar JavierIn this document we present a predictive analysis of temperature with data captured by the Bogotá Air Quality Monitoring Network, using statistical and machine learning techniques. The application of these techniques and other descriptive techniques have demonstrated the historical and future interactions that meteorological variables, particulate matter, greenhouse gases and pollutants have with temperature. Our results show how these relationships occur over time and the predictive power they have, in addition to the use of unsupervised algorithms to determine similarities in time series, statistical analysis to determine the impacts that temperature has in relation to other variables. Our results present a different view of the understanding of climate, its interactions and the environmental problems and air quality in the city of Bogotá.