The data representativeness criterion: Predicting the performance of supervised classification based on data set similarity

In a broad range of fields it may be desirable to reuse a supervised classification algorithm and apply it to a new data set. However, generalization of such an algorithm and thus achieving a similar classification performance is only possible when the training data used to build the algorithm is si...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:PLoS One
Prif Awduron: Schat, Evelien, van de Schoot, Rens, Kouw, Wouter M., Veen, Duco, Mendrik, Adriënne M.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Public Library of Science 2020
Pynciau:
Research Article
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7418972/
https://ncbi.nlm.nih.gov/pubmed/32780738
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0237009
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