Learning by knowledge sharing in autonomous intelligent systems

García Martínez, Ramón; Borrajo, Daniel; Maceri, Pablo; Britos, Paola Verónica

Ponencia en Congreso:
Learning by knowledge sharing in autonomous intelligent systems

dc.contributor.author	García Martínez, Ramón
dc.contributor.author	Borrajo, Daniel
dc.contributor.author	Maceri, Pablo
dc.contributor.author	Britos, Paola Verónica
dc.date.accessioned	2018-12-07T14:21:22Z
dc.date.available	2018-12-07T14:21:22Z
dc.date.issued	2006
dc.description.abstract	"Very few learning systems applied to problem solving have focused on learning operator definitions from the interaction with a completely unknown environment. In order to achieve better learning convergence, several agents that learn separately are allowed to interchange each learned set of planning operators. Learning is achieved by establishing plans, executing those plans in the environment, analyzing the results of the execution, and combining new evidence with prior evidence. Operators are generated incrementally by combining rote learning, induction, and a variant of reinforcement learning. The results show how allowing the communication among individual learning (and planning) agents provides a much better percentage of successful plans, plus an improved convergence rate than the individual agents alone."	en
dc.identifier.isbn	978-3540-45-462-5
dc.identifier.issn	0302-9743
dc.identifier.uri	http://ri.itba.edu.ar/handle/123456789/1363
dc.language.iso	en	en
dc.subject	AUTOMATIZACION	es
dc.subject	INTELIGENCIA ARTIFICIAL	es
dc.subject	APRENDIZAJE POR REFUERZO	es
dc.subject	SISTEMAS MULTIAGENTES	es
dc.title	Learning by knowledge sharing in autonomous intelligent systems	en
dc.type	Ponencias en Congresos	es
dc.type	info:eu-repo/semantics/acceptedVersion
dspace.entity.type	Ponencia en Congreso
itba.description.filiation	Fil: García Martínez, Ramón. Universidad de Buenos Aires. Facultad de Ingeniería; Argentina.
itba.description.filiation	Fil: García Martínez, Ramón. Universidad Carlos III de Madrid; España.
itba.description.filiation	Fil: García Martínez, Ramón. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Borrajo, Daniel. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Borrajo, Daniel. Universidad de Buenos Aires. Facultad de Ingeniería; Argentina.
itba.description.filiation	Fil: Borrajo, Daniel. Universidad Carlos III de Madrid; España.
itba.description.filiation	Fil: Maceri, Pablo. Universidad de Buenos Aires. Facultad de Ingeniería; Argentina.
itba.description.filiation	Fil: Maceri, Pablo. Universidad Carlos III de Madrid; España.
itba.description.filiation	Fil: Maceri, Pablo. Daniel. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Britos, Paola Verónica. Universidad de Buenos Aires. Facultad de Ingeniería; Argentina.
itba.description.filiation	Fil: Britos, Paola Verónica. Universidad Carlos III de Madrid; España.
itba.description.filiation	Fil: Britos, Paola Verónica. Instituto Tecnológico de Buenos Aires; Argentina.