An approximate M-estimator is defined as a value that minimizes certain random function up to a [var epsilon]n, where {[var epsilon]n} is a sequence of real numbers converging to zero. We determine the rate of [var epsilon]n so that the approximate M-estimator is asymptotically normal with rate...