OBJECTIVES: I. Determine the maximum tolerated dose and the dose limiting toxicities of topotecan, mitoxantrone, and thiotepa given in combination followed by autologous peripheral blood stem cell transplantation in patients with recurrent or refractory platinum resistant epithelial ovarian cancer. II. Determine the progression-free survival and overall survival of these patients after this therapy.