CHSMOTE: Convex hull-based synthetic minority oversampling technique for alleviating the class imbalance problem

•We propose a novel oversampling algorithm to alleviate the class imbalance problem.•Our proposal properly identifies a sample synthesis area based on the convex hull.•Our proposal can mitigate the three weaknesses of SMOTE simultaneously.•Results demonstrate the superiority of the proposed algorithm.