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Predicting Classifier Performance with Limited Training Data: Applications to Computer-Aided Diagnosis in Breast and Prostate Cancer

Clinical trials increasingly employ medical imaging data in conjunction with supervised classifiers, where the latter require large amounts of training data to accurately model the system. Yet, a classifier selected at the start of the trial based on smaller and more accessible datasets may yield in...

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Detalhes bibliográficos
Publicado no:PLoS One
Main Authors: Basavanhally, Ajay, Viswanath, Satish, Madabhushi, Anant
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4436385/
https://ncbi.nlm.nih.gov/pubmed/25993029
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0117900
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