Personalized Recommendations tries to recommend games you will like by comparing games you have rated highly with how other BGG users have rated games. The hide check boxes then filter the result. As you haven't rated any games yet, nothing will show up for you yet.
EDIT: to make clearer
What a great feature! I wish it wasn't hidden. I discovered 4 games I owned on the list, lol.