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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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Bibliografische gegevens
Gepubliceerd in:PLoS One
Hoofdauteurs: Basavanhally, Ajay, Viswanath, Satish, Madabhushi, Anant
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Public Library of Science 2015
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Online toegang: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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