Least squares estimators of the mode of a unimodal regression function
单峰回归函数峰值位置的最小二乘估计
In this paper, we consider nonparametric least squares estimators of the mode of an unknown unimodal regression function. We establish almost sure convergence of these estimators with nearly optimal convergence rates, under the assumption of the exponential tail for the error distributions.