Police on Monday did not immediately identify the couple. No youngsters were hurt in the attack Sunday night.
Police say officers responded to reports of gunfire at a home where the woman has relatives. Witnesses say the man and the woman got into an argument before he shot her and then turned the gun on himself. Both were dead at the scene.
Police are trying to determine what sparked the argument. Further details were not immediately available Monday.