Michael Weathers (16 points), Rod Mills (11) and Marcus Weathers (11) also reached double figures for Miami (7-6).
Olivet (4-7) was led by Eric Ewing, who scored a game-high 29 points.
Miami opens Mid-American Conference play at Tuesday against Northern Illinois at Millett Hall.
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