Can ghosts/spirits become connected to a certain person?

I ask this because my house is haunted by a man who freaks me and my best friend out. We sense when he is around but he is mostly around when my best friend is around and she does not like him at all. So is it possible that ghosts or spirits become attatched to a person?
 
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