A New Data Analysis Method Based on Feature Linear Combination.

•A method is proposed to define efficient classification rules by pairwise feature evaluation.•SVM with linear kernel is used to explore the unique best linear relationship for each feature pair.•k > 0 top scored pairs are selected to build an ensemble classifier.•Experiments on public datasets and one metabolomics data showed the validity of LC-k-TSP.