The RedHawks (15-10) jumped ahead 14-3 and took a 40-35 lead at the half before the Aces (16-11) rallied.
A basket by Ely put Evansville on top for good, starting a 15-3 run that put the game out of reach. A basket by Holsinger gave Evansville a 66-53 lead with 5:47 remaining, and Miami came no closer than nine points the rest of the game.
Mississippi State freshman guard Malik Newman will withdraw from the NBA draft, but sources told ESPN he may explore other opportunities besides returning to Mississippi State.
Seton Hall sophomore Isaiah Whitehead will stay in the NBA draft and not return for his junior season.
Washington State's trio of Josh Hawkinson, Conor Clifford and Ike Iroegbu have withdrawn from the NBA draft and will play their senior season with the Cougars.