PURPOSE: This phase I trial is studying the side effects and best dose of topotecan when given together with cyclophosphamide, paclitaxel, melphalan, and cisplatin, followed by an autologous peripheral stem cell transplant in treating patients with stage III, stage IV, or recurrent ovarian epithelial cancer, primary peritoneal cancer, or fallopian tube cancer.