Bundle recommendation aims to suggest a set of interconnected items to users.BRIDGE is a novel framework for bundle recommendation that addresses challenges posed by diverse interaction types and sparse interaction matrices.It consists of two main components: correlation-based item clustering and pseudo bundle generation.Experimental results validate the superiority of BRIDGE over state-of-the-art ranking-based methods across five benchmark datasets.