Authorities say the 53-year-old victim was sitting when she was attacked by the other woman on a number 6 train near the Castle Hill Avenue station just after 6:30 a.m.
The suspect reportedly fled the train when it arrived at the Parkchester station.
No arrests have been made.
The victim was taken to the hospital, where she was treated and released.