A multi-objective optimization procedure for solving the high-order epistasis detection problem.

•The high-order epistasis detection problem is an important task in biomedicine.•This task can be tackled as a two-objective optimization problem.•We have designed a problem-aware evolutionary offspring process.•The experiments have been done over different datasets and epistasis sizes.•The proposal improves other methods in both multi-objective and biological terms.