Actually, the above process is based on the assumption that there is no dependency among the labels.
as shown in Figure 1, this assumption is hard to be satisfied in real-world datasets, and the complex label dependencies receive little attention in multi-label classification (Dembszynski et al., 2010;Dembczyński et al., 2012).