This trial is comparing the effectiveness of two different treatments for ovarian, primary peritoneal, or fallopian tube cancer that has come back. One treatment is surgery to remove as much of the cancer as possible, followed by a single dose of chemotherapy given through the abdomen directly to the area where the cancer was. The other treatment is 6 cycles of standard chemotherapy given intravenously.