A Multimetric Evaluation of Stratified Random Sampling for Classification: A Case Study

Accurate classification of biological phenotypes is an essential task for medical decision making. The selection of subjects for classifier training and validation sets is a crucial step within this task. To evaluate the impact of two approaches for subject selection-randomization and clinical balancing, we applied six classification algorithms to a highly replicated publicly available breast canc...