Combining univariate approaches for ensemble change detection in multivariate data.

•We create and evaluate feature-wise ensembles of univariate change detectors.•We test 84 ensembles and 3 multivariate detectors on 96 datasets and a case study.•Ensembles of univariate detectors outperformed established multivariate detectors.