The first is that you're not maximizing a linear function over that search space

That's not a problem, since artist is looking of any solution, one that maximizes a certain function will do just fine

The second is that you're not allowed to have fractional numbers in the solution.

You're right. I misread can take values only from 0 and 1 as can take values only from 0 to 1.