Publication:
A Distributed Solution to the PTE Problem

Simple item page
dc.affiliation.dptoUC3M. Departamento de Informáticaes
dc.affiliation.grupoinvUC3M. Grupo de Investigación: Planificación y Aprendizajees
dc.contributor.authorGiráldez, J. Ignacio
dc.contributor.authorElkan, Charles
dc.contributor.authorBorrajo Millán, Daniel
dc.date.accessioned2010-03-16T13:07:01Z
dc.date.available2010-03-16T13:07:01Z
dc.date.issued1999-03
dc.descriptionProceeding of: AAAI Spring Symposium on Predictive Toxicology, AAAI Press, Stanford, March 1999
dc.description.abstractA wide panoply of machine learning methods is available for application to the Predictive Toxicology Evaluation (PTE) problem. The authors have built four monolithic classification systems based on Tilde, Progol, C4.5 and naive bayesian classification. These systems have been trained using the PTE dataset, and their accuracy has been tested using the unseen PTE1 data set as test set. A Multi Agent Decision System (MADES) has been built using the aforementioned monolithic systems to build classification agents. The MADES was trained and tested with the same data sets used with the monolithic systems. Results show that the accuracy of the MADES improves the accuracies obtained by the monolithic systems. We believe that in most real world domains the combination of several approaches is stronger than the individuals. Introduction The Predictive Toxicology Evaluation (PTE) Challenge (Srinivasan et al. 1997) was devised by the Oxford University Computing Laboratory to test the suitability ...
dc.description.statusPublicado
dc.format.mimetypeapplication/pdf
dc.identifier.bibliographicCitationAAAI Spring Symposium on Predictive Toxicology, AAAI Press: Stanford, March 1999, p. 82-85
dc.identifier.urihttp://hdl.handle.net/10016/7370
dc.language.isoeng
dc.publisherAmerican Association for Artificial Intelligence (AAAI)
dc.relation.publisherversionhttp://www.aaai.org/Papers/Symposia/Spring/1999/SS-99-01/SS99-01-019.pdf
dc.rights© AAAI
dc.rights.accessRightsopen access
dc.titleA Distributed Solution to the PTE Problem
dc.typeconference output*
dc.type.reviewPeerReviewed
dspace.entity.typePublication
Files
Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
distributed_giraldez_AAAITR_1999_ps.pdf
Size:
680.88 KB
Format:
Adobe Portable Document Format
Download
Collections
DI - PLG - Comunicaciones en Congresos y otros eventos