Boosting ensembles with controlled emphasis intensity

•We introduce a generalized form of emphasis weights for building boosting ensembles.•The main novelty of this emphasis is the inclusion of an intensity regulation term.•The algorithm is easy and offers results never worse than standard boosting.•In a significant number of problems, the new algorithm outperforms Real Adaboost.•The algorithm is competitive with other computationally more intensive forms.