Randolph also grabbed six rebounds as the Grizzlies got back in the win column and improved to 7-2 in their last nine games.
The Hawks, who dropped a third straight, got 20 points, 11 rebounds, six assists and five steals from Paul Millsap.
DeMarre Carroll supplied 13 points and six rebounds.
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