It is 'I went to my friend's party' or when it's more than one it's still "friend's".
What really pisses me off is when people put an apostrophe in a plural word, such as "bean's," as they're not trying to say 'bean is' or aren't referring to 'bean' as a person... :lol:
JT, that's a brilliant phrase (Y)