As big data often contains a significant amount of uncertain, unstructured, and imprecise that are structurally complex incomplete, traditional attribute reduction methods less effective when applied to large-scale incomplete information systems extract knowledge. Multigranular computing provides powerful tool for use in analysis conducted at different levels granularity. In this article, we pr...