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Classifier Performance Estimation Under the Constraint of a Finite Sample Size: Resampling Schemes Applied to Neural Network Classifiers

In a practical classifier design problem, the sample size is limited, and the available finite sample needs to be used both to design a classifier and to predict the classifier’s performance for the true population. Since a larger sample is more representative of the population, it is advantageous t...

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Detalhes bibliográficos
Main Authors: Sahiner, Berkman, Chan, Heang-Ping, Hadjiiski, Lubomir
Formato: Artigo
Idioma:Inglês
Publicado em: 2007
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2729493/
https://ncbi.nlm.nih.gov/pubmed/18234468
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.neunet.2007.12.012
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