Hmmm well... i'm no woman but;
When i hear handsome i think very classy, gentlemen, well shaved, well dressed. You know, handsome ;-)
When i think hot i think more like cute, sexy...
George Clooney is handsome, Johnny Depp is hot... Get my drift?
Which type is preffered is really...