Prediction in health domain using Bayesian networks optimization based on induction learning techniques

Felgaer, Pablo; Britos, Paola Verónica; García Martínez, Ramón

ponencia en congreso.page.titleprefix
Prediction in health domain using Bayesian networks optimization based on induction learning techniques

dc.contributor.author	Felgaer, Pablo
dc.contributor.author	Britos, Paola Verónica
dc.contributor.author	García Martínez, Ramón
dc.date.accessioned	2019-01-24T15:58:01Z
dc.date.available	2019-01-24T15:58:01Z
dc.date.issued	2006
dc.description.abstract	"A Bayesian network is a directed acyclic graph in which each node represents a variable and each arc a probabilistic dependency; they are used to provide: a compact form to represent the knowledge and exible methods of reasoning. Obtaining it from data is a learning process that is divided in two steps: structural learning and parametric learning. In this paper we define an automatic learning method that optimizes the Bayesian networks applied to classification, using a hybrid method of learning that combines the advantages of the induction techniques of the decision trees (TDIDT-C4.5) with those of the Bayesian networks. The resulting method is applied to prediction in health domain."	en
dc.identifier.issn	0129-1831
dc.identifier.uri	http://ri.itba.edu.ar/handle/123456789/1432
dc.language.iso	en	en
dc.relation	info:eu-repo/semantics/altIdentifier/doi/10.1142/S0129183106008558
dc.subject	TEORIA BAYESIANA DE DECISIONES ESTADISTICAS	es
dc.subject	APRENDIZAJE	es
dc.title	Prediction in health domain using Bayesian networks optimization based on induction learning techniques	en
dc.type	Ponencias en Congresos	es
dc.type	info:eu-repo/semantics/acceptedVersion
dspace.entity.type	Ponencia en Congreso
itba.description.filiation	Fil: Felgaer, Pablo. Universidad de Buenos Aires. Facultad de Ingeniería; Argentina.
itba.description.filiation	Fil: Britos, Paola Verónica. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: García Martínez, Ramón. Instituto Tecnológico de Buenos Aires; Argentina.