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

In applied statistics, tools from machine learning are popular for analyzing complex and high-dimensional data. However, few theoretical results are available that could guide to the appropriate machine learning tool in a new application. Initial development of an overall strategy thus often implies...

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Bibliographic Details
Main Authors: Tune H Pers, Anders Albrechtsen, Claus Holst, Thorkild I A Sørensen, Thomas A Gerds
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2009-08-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/19652722/pdf/?tool=EBI