This study will examine whether the new investigational drug EPO906, given by intravenous infusion (IV directly into the vein), is effective in shrinking tumors and preventing the growth of cells that cause ovarian, fallopian, or peritoneal cancers. Recruitment in the United States is complete but the study is still enrolling in other countries.