Etymology
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mugger (n.)

"one who commits violent robbery," 1865, agent noun from mug (v.1).

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Definitions of mugger

mugger (n.)
a robber who takes property by threatening or performing violence on the person who is robbed (usually on the street);
From wordnet.princeton.edu