Abstract In multi-dimensional classification (MDC), the semantics of objects are characterized by multiple class spaces from different dimensions. Most MDC approaches try to explicitly model dependencies among in output space. contrast, recently proposed feature augmentation strategy, which aims at manipulating space, has also been shown be an effective solution for MDC. However, existing only ...