.... Design/methodology/approach This paper proposes a typicality measure and outcome-adaptive twin support vector machine (TATSVM), which integrates typicality-based sample weighting with an outcome-adaptive mechanism. At the sample level, a local density-margin contrast typicality is constructed to better...