The feature selection bias problem in relation to high-dimensional gene data

Conclusions This work provides evidence that using the same dataset for feature selection and learning is not appropriate. We recommend using cross-validation for feature selection in order to reduce selection bias.
Source: Artificial Intelligence in Medicine - Category: Bioinformatics Source Type: research