grammaticality - Is it 'John and Mary's party' or 'John's and Mary's party'?

Which is proper? I have looked for an answer but have not located any info for this question. I always thought John and Mary's was correct but a friend disagrees. Is it John's and Mary's party? Or John and Mary's party?