OBJECTIVES: I. Determine long term remission rates as measured by disease free survival in women with breast cancer treated with cyclophosphamide, thiotepa, and carboplatin followed by autologous hematopoietic stem cell transplantation. II. Determine the safety and efficacy of this combination chemotherapy regimen in this patient population.