Phase II trial to study the effectiveness of combination chemotherapy and peripheral stem cell transplantation in treating patients who have undergone surgery for stage III ovarian cancer. Drugs used in chemotherapy use different ways to stop tumor cells from dividing so they stop growing or die. Combining chemotherapy with peripheral stem cell transplantation may allow the doctor to give higher doses of chemotherapy drugs and kill more tumor cells.