No...
you can only marry one person, as long as they have at least 8 hearts.
The other ones are just 'good friends' after you're married.
I have 3 people with 10 hearts right now, because I chose stupidly.
I wish you could divorce in this game, because that would have really helped when Alex was getting on my nerves.