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CUSTOMIZED TRAINING WITH AN APPLICATION TO MASS SPECTROMETRIC IMAGING OF CANCER TISSUE

We introduce a simple, interpretable strategy for making predictions on test data when the features of the test data are available at the time of model fitting. Our proposal—customized training—clusters the data to find training points close to each test point and then fits an ℓ(1)-regularized model...

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Bibliografische gegevens
Gepubliceerd in:Ann Appl Stat
Hoofdauteurs: Powers, Scott, Hastie, Trevor, Tibshirani, Robert
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2016
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6200412/
https://ncbi.nlm.nih.gov/pubmed/30370000
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/15-AOAS866
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