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 ${\beta }^{-\frac{1}{2}}$ of $n$ iid Gaussian samples. Using the Kac-Rice formula and an Edgeworth expansion, we prove that th…