Abstract: Ensemble learning is through disturbing training data to generate strong generalization ability. Researchers have proposed a variety of methods to achieve this goal, but how to achieve the best generalization ability by disturbing training data has not be

Key words: Machine learning, Ensemble learning, Generalization ability, Cross-grouping