On the number of modes of Gaussian kernel density estimators

Borjan Geshkovski, Philippe Rigollet, Yihang Sun

We consider the Gaussian kernel density estimator with bandwidth $β^{-\frac12}$ of $n$ iid Gaussian samples. Using the Kac-Rice formula and an Edgeworth expansion, we prove that t…