The validation and assessment of machine learning: a game of prediction from high-dimensional data

HIGHLIGHTS

  • who: Tune H. Pers et al. from the HPers Center for Biological Sequence Analysis, Department of Systems Biology, The Technical University of Denmark, Kongens Lyngby, Denmark, have published the article: The Validation and Assessment of Machine Learning: A Game of Prediction from High-Dimensional Data, in the Journal: (JOURNAL) of February/17,/2009
  • what: The Article presents a game which provides some grounds for conducting a fair model comparison. The estimation of the prediction performance was based on bootstrap-crossvalidation, where 100 bootstrap samples of size 80 were drawn without replacement for building the models . . .

     

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