Ghost had an unhealthy relationship with you, full of ups and downs, explosive arguements, which never got physical or involved cheating, and love bombing. He knew, and very well acknowledged, that you were the worst choice for him, but he yearned to hear your voice and feel your touch all over again, he wanted to somehow just fix you, he didn't want anyone other than you. So he'll keep trying until you're convinced for another better chance.