Optimizando el diseño instruccional mediante algoritmos genéticos

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dc.contributor.advisorChicaiza Becerra, Liliana Alejandra
dc.contributor.authorCárdenas Benavides, Erick Sebastián
dc.date.accessioned2024-10-31T14:05:58Z
dc.date.available2024-10-31T14:05:58Z
dc.date.issued2024
dc.descriptionilustraciones, diagramas, tablasspa
dc.description.abstractEl entrenamiento de empleados es crucial, pero las dificultades en el diseño instruccional (DI) reducen su efectividad. Estas dificultades incluyen la falta de evidencia empírica, la dependencia en expertos y sesgos. El DI como problema de optimizacion busca maximizar el aprendizaje y minimizar costos. Los algoritmos genéticos pueden resolver este problema. El objetivo es crear un algoritmo genético que compita con expertos en diseño instruccional. Usando una metodología descriptiva comparativa, se evaluaron diseños de expertos y un algoritmo genetico.Resultados muestran que el algoritmo crea entrenamientos 50.3% más económicos que expertos y diseños superiores en 97.8% de casos. Concluyendo, la implementación de algoritmos genéticos para diseños instruccionales no solo es factible, sino que ofrece beneficios significativos. (Texto tomado de la fuente)spa
dc.description.abstractEmployee training is crucial, but difficulties in instructional design can reduce its effectiveness. These problems include a lack of empirical evidence, dependence on experts, and biases. Instructional design as an optimization selection problem aims to maximize learning and minimize costs. Genetic algorithms can help solve this problem. The goal is to create a genetic algorithm that can compete with experts in instructional design. Using a comparative descriptive methodology, expert designs and the GTD algorithm were evaluated. 9 training cases were analyzed, evaluated by 5 experts and the algorithm. The results show that the algorithm creates training that is 50.3% more economical than experts and designs that are superior in 97.8% of cases. In conclusion, the implementation of genetic algorithms for instructional designs is not only feasible, but it also offers significant benefits.eng
dc.description.degreelevelMaestríaspa
dc.description.degreenameMagíster en Administraciónspa
dc.format.extent101 páginasspa
dc.format.mimetypeapplication/pdfspa
dc.identifier.instnameUniversidad Nacional de Colombiaspa
dc.identifier.reponameRepositorio Institucional Universidad Nacional de Colombiaspa
dc.identifier.repourlhttps://repositorio.unal.edu.co/spa
dc.identifier.urihttps://repositorio.unal.edu.co/handle/unal/87123
dc.language.isospaspa
dc.publisherUniversidad Nacional de Colombiaspa
dc.publisher.branchUniversidad Nacional de Colombia - Sede Bogotáspa
dc.publisher.facultyFacultad de Ciencias Económicasspa
dc.publisher.placeBogotá, Colombiaspa
dc.publisher.programBogotá - Ciencias Económicas - Maestría en Administraciónspa
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dc.rights.accessrightsinfo:eu-repo/semantics/openAccessspa
dc.rights.licenseAtribución-NoComercial 4.0 Internacionalspa
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/spa
dc.subject.ddc020 - Bibliotecología y ciencias de la información::023 - Administración de personal (Administración de recurso humano)spa
dc.subject.proposalEntrenamientospa
dc.subject.proposalOptimizaciónspa
dc.subject.proposalAlgoritmo geneticospa
dc.subject.proposalDiseño instruccionalspa
dc.subject.proposalTrainingeng
dc.subject.proposalOptimizationeng
dc.subject.proposalGenetic algorithmseng
dc.subject.proposalInstructional designeng
dc.subject.proposalGenéticospa
dc.subject.proposalOptimizationeng
dc.subject.proposalAlgorithmeng
dc.subject.proposalGeneticeng
dc.subject.wikidatagenetic algorithmeng
dc.subject.wikidataalgoritmo genéticospa
dc.subject.wikidatainstructional designeng
dc.subject.wikidataDiseño instruccionalspa
dc.subject.wikidatacapacity buildingeng
dc.subject.wikidatadesarrollo de la capacidadspa
dc.titleOptimizando el diseño instruccional mediante algoritmos genéticosspa
dc.title.translatedOptimizing instructional design through genetic algorithmseng
dc.typeTrabajo de grado - Maestríaspa
dc.type.coarhttp://purl.org/coar/resource_type/c_bdccspa
dc.type.coarversionhttp://purl.org/coar/version/c_ab4af688f83e57aaspa
dc.type.contentTextspa
dc.type.driverinfo:eu-repo/semantics/masterThesisspa
dc.type.redcolhttp://purl.org/redcol/resource_type/TMspa
dc.type.versioninfo:eu-repo/semantics/acceptedVersionspa
dcterms.audience.professionaldevelopmentInvestigadoresspa
oaire.accessrightshttp://purl.org/coar/access_right/c_abf2spa

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