The band operates two interlinked casinos just west of Philadelphia, as well as one at the Bok Homa community near Sandersville in Jones County.
The Tribal Council voted 9-7 for the plan Friday, a news release states.
Chief Phyllis Anderson says the proposed casino will help generate more jobs and more revenue for the tribe's growing population, which now has nearly 11,000 enrolled members.