Hope credit can be used, but it has a limit. You get 100% credit on the first $1,000 and 50% credit on the next $1,000. The max allowable credit is $1,500. Here's a comparison of the two educational credits:
<img src="http://www.irs.gov/forms_pubs/graphics/25221v22.gif" alt="" />
<a href="http://www.irs.gov/taxtopics/display/0,,i1%3D56%26genericId%3D16258,00.html" target="_blank">IRS Tax Topic 605.</a>
Accordint to this article on IRS.gov:
"Expenses that qualify are tuition and fees required for enrollment or attendance at an accredited college, university, vocational school, or other post–secondary educational institution that is eligible to participate in a student aid program administered by the Department of Education.
Qualified expenses do not include room and board, insurance, transportation, or other similar personal, living, or family expenses. Qualified expenses may include fees for books, supplies, and equipment only if the fee must be paid to the school for the student's enrollment or attendance. In addition, qualified expenses may include student activity fees if the fee must be paid to the school for the student's enrollment or attendance."
This wording seems to imply that application fees could be deducted since it is a required expense, although they may only apply for the institution you matriculate at.