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dc.contributor.authorVanschoren, Joaquin
dc.contributor.authorBlockeel, Hendrik
dc.contributor.authorPfahringer, Bernhard
dc.contributor.authorHolmes, Geoffrey
dc.coverage.spatialConference held at Helsinki, Finlanden_NZ
dc.date.accessioned2009-01-19T00:29:14Z
dc.date.available2009-01-19T00:29:14Z
dc.date.issued2008
dc.identifier.citationVanschoren, J, Blockeel, H, Pfahringer, B & Holmes, G. (2008). Experiment databases: creating a new platform for meta-learning research. In P. Brazdil, A. Bernstein & L. Hunter (Eds) Proceedings of ICML/COLT/UAI 2008 Planning to Learn Workshop (PlanLearn). Helsinki, Finland, 9 July, 2008(pp.10-15). Helsinki, Finland: University of Porto.en
dc.identifier.urihttps://hdl.handle.net/10289/1801
dc.description.abstractMany studies in machine learning try to investigate what makes an algorithm succeed or fail on certain datasets. However, the field is still evolving relatively quickly, and new algorithms, preprocessing methods, learning tasks and evaluation procedures continue to emerge in the literature. Thus, it is impossible for a single study to cover this expanding space of learning approaches. In this paper, we propose a community-based approach for the analysis of learning algorithms, driven by sharing meta-data from previous experiments in a uniform way. We illustrate how organizing this information in a central database can create a practical public platform for any kind of exploitation of meta-knowledge, allowing effective reuse of previous experimentation and targeted analysis of the collected results.en
dc.format.mimetypeapplication/pdf
dc.language.isoen
dc.publisherUniversity of Portoen_NZ
dc.relation.urihttp://icml2008.cs.helsinki.fi/workshops/Planning_to_Learn_2008_Proceedings.pdfen
dc.rightsThis article has been published in the Proceedings of ICML/COLT/UAI 2008 Planning to Learn Workshop (PlanLearn). Used with Permission.en
dc.subjectcomputer scienceen
dc.subjectmeta-learningen
dc.subjectdatabasesen
dc.subjectmodel selectionen
dc.subjectontologiesen
dc.subjectMachine learning
dc.titleExperiment Databases: Creating a New Platform for Meta-Learning Researchen
dc.typeConference Contributionen
dc.relation.isPartOfProc ICML/COLT/UAI 2008 Planning to Learn Workshop (PlanLearn)en_NZ
pubs.begin-page10en_NZ
pubs.elements-id17852
pubs.end-page15en_NZ
pubs.finish-date2008-07-09en_NZ
pubs.start-date2008-07-09en_NZ


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