Regimen 2 (concurrent dosing): Patients receive oral vorinostat two or three times daily on days 1-21, days 1-14 (patients with hematological malignancies only), or two times daily on days 1-12 (patients with solid tumors or NHL only) and decitabine IV over 1 hour on days 1-5.