Classification trees and PM10 dynamics in Bogotá, Colombia

ilustraciones a color, mapa a color

Autores:: Arango Piñeros, Santiago

Tipo de recurso:: Trabajo de grado de pregrado

Fecha de publicación:: 2017

Institución:: Universidad de los Andes

Repositorio:: Séneca: repositorio Uniandes

Idioma:: eng

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spelling	Al consultar y hacer uso de este recurso, está aceptando las condiciones de uso establecidas por los autores.https://repositorio.uniandes.edu.co/static/pdf/aceptacion_uso_es.pdfinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Morales Betancourt, Ricardovirtual::14528-1Arango Piñeros, Santiagob26b9d99-b0d2-4fd9-b548-ef922ef43734500Bogotá2018-09-28T17:17:52Z2018-09-28T17:17:52Z2017http://hdl.handle.net/1992/18233u753759.pdfinstname:Universidad de los Andesreponame:Repositorio Institucional Sénecarepourl:https://repositorio.uniandes.edu.co/ilustraciones a color, mapa a colorIncluye referencias bibliográficastextocomputadorarecurso en líneaIn 1984, Breiman, Friedman, Olshen and Stone published the book Classification and Regression Trees which they developed the theory of a new nonparametric tool for data analysis. The proof of the methods value is that it remains in force today as one of the main techniques in statistical learning. Classification and Regression Trees have been used in various settings, from medicine to air quality. This thesis applies the classification techniques introduced by Brieman et al. for the analysis particulate matter dynamics in Bogotá city. In section 2, we start by giving a general introduction to the classification methodology with an algorithmic taste, designed to understand the applications rather than the underlying mathematical theory. In section 3 we give a detailed description of the databases used and the properties of the studied variables. In section 4 we describe the methodology followed and the preliminary results that were obtained in the experimentation phase. We hope that this section will be useful to understand the choosing of predictive variables and the selected format of the data. In section 5 we present the specific results of each studied station and afterwards we in section 6 infer more general conclusions at the city level. Finally, in section 7 we discuss a nice application of the results obtained and in section 8 we propose future lines of work on these topicsIngeniero AmbientalPregrado40 hojasapplication/pdfengUniandesIngeniería AmbientalFacultad de IngenieríaDepartamento de Ingeniería Civil y Ambientalinstname:Universidad de los Andesreponame:Repositorio Institucional SénecaClassification trees and PM10 dynamics in Bogotá, ColombiaTrabajo de grado - Pregradoinfo:eu-repo/semantics/bachelorThesishttp://purl.org/coar/resource_type/c_7a1fhttp://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/TPMaterial particulado - Investigaciones - Bogotá (Colombia)Material particulado - Análisis discriminante - Investigaciones - Bogotá (Colombia)Material particulado - Análisis de regresión - Investigaciones - Bogotá (Colombia)IngenieríaPublicationhttps://scholar.google.es/citations?user=G9B2Y3YAAAAJvirtual::14528-10000-0002-5475-8605virtual::14528-1https://scienti.minciencias.gov.co/cvlac/visualizador/generarCurriculoCv.do?cod_rh=0001545167virtual::14528-1278128fd-6b54-4cc5-8938-5bee417e70f5virtual::14528-1278128fd-6b54-4cc5-8938-5bee417e70f5virtual::14528-1THUMBNAILu753759.pdf.jpgu753759.pdf.jpgIM Thumbnailimage/jpeg6286https://repositorio.uniandes.edu.co/bitstreams/8ed41c31-aaf3-42f3-bf53-d34f9ad242fe/download7039f0f3ad86305dbff3b9bdd4a15b99MD55ORIGINALu753759.pdfapplication/pdf927806https://repositorio.uniandes.edu.co/bitstreams/c33bb2cd-d411-4e1e-8ed3-a6ae38a82d46/download3bb2ca0fae5a55916656866d051e66bdMD51TEXTu753759.pdf.txtu753759.pdf.txtExtracted texttext/plain60886https://repositorio.uniandes.edu.co/bitstreams/8b213f1d-ef36-4b4b-8f07-83a974a8d504/downloadaffc513f296b656e97c67cf66d460c11MD541992/18233oai:repositorio.uniandes.edu.co:1992/182332024-03-13 15:13:30.016https://repositorio.uniandes.edu.co/static/pdf/aceptacion_uso_es.pdfopen.accesshttps://repositorio.uniandes.edu.coRepositorio institucional Sénecaadminrepositorio@uniandes.edu.co
dc.title.es_CO.fl_str_mv	Classification trees and PM10 dynamics in Bogotá, Colombia
title	Classification trees and PM10 dynamics in Bogotá, Colombia
spellingShingle	Classification trees and PM10 dynamics in Bogotá, Colombia Material particulado - Investigaciones - Bogotá (Colombia) Material particulado - Análisis discriminante - Investigaciones - Bogotá (Colombia) Material particulado - Análisis de regresión - Investigaciones - Bogotá (Colombia) Ingeniería
title_short	Classification trees and PM10 dynamics in Bogotá, Colombia
title_full	Classification trees and PM10 dynamics in Bogotá, Colombia
title_fullStr	Classification trees and PM10 dynamics in Bogotá, Colombia
title_full_unstemmed	Classification trees and PM10 dynamics in Bogotá, Colombia
title_sort	Classification trees and PM10 dynamics in Bogotá, Colombia
dc.creator.fl_str_mv	Arango Piñeros, Santiago
dc.contributor.advisor.none.fl_str_mv	Morales Betancourt, Ricardo
dc.contributor.author.none.fl_str_mv	Arango Piñeros, Santiago
dc.subject.keyword.es_CO.fl_str_mv	Material particulado - Investigaciones - Bogotá (Colombia) Material particulado - Análisis discriminante - Investigaciones - Bogotá (Colombia) Material particulado - Análisis de regresión - Investigaciones - Bogotá (Colombia)
topic	Material particulado - Investigaciones - Bogotá (Colombia) Material particulado - Análisis discriminante - Investigaciones - Bogotá (Colombia) Material particulado - Análisis de regresión - Investigaciones - Bogotá (Colombia) Ingeniería
dc.subject.themes.none.fl_str_mv	Ingeniería
description	ilustraciones a color, mapa a color
publishDate	2017
dc.date.issued.none.fl_str_mv	2017
dc.date.accessioned.none.fl_str_mv	2018-09-28T17:17:52Z
dc.date.available.none.fl_str_mv	2018-09-28T17:17:52Z
dc.type.spa.fl_str_mv	Trabajo de grado - Pregrado
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dc.language.iso.es_CO.fl_str_mv	eng
language	eng
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dc.format.extent.es_CO.fl_str_mv	40 hojas
dc.format.mimetype.es_CO.fl_str_mv	application/pdf
dc.coverage.spatial.es_CO.fl_str_mv	Bogotá
dc.publisher.es_CO.fl_str_mv	Uniandes
dc.publisher.program.es_CO.fl_str_mv	Ingeniería Ambiental
dc.publisher.faculty.es_CO.fl_str_mv	Facultad de Ingeniería
dc.publisher.department.es_CO.fl_str_mv	Departamento de Ingeniería Civil y Ambiental
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Classification trees and PM10 dynamics in Bogotá, Colombia

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