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A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates

Our hypothesis is that building ensembles of small sets of strong classifiers constructed with different learning algorithms is, on average, the best approach to classification for real-world problems. We propose a simple mechanism for building small heterogeneous ensembles based on exponentially we...

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Publicat a:Data Min Knowl Discov
Autors principals: Large, James, Lines, Jason, Bagnall, Anthony
Format: Artigo
Idioma:Inglês
Publicat: Springer US 2019
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6790343/
https://ncbi.nlm.nih.gov/pubmed/31632184
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10618-019-00638-y
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