This study will evaluate the safety and tolerability of continuing vorinostat (MK-0683) dosing in cancer patients previously enrolled in one of five base studies (MK-0683-001, MK-0683-006, MK-0683-008, MK-0683-012, or MK-0683-013) who have shown benefit from receiving this drug.