Multiscale Inference about a Density

We introduce a multiscale test statistic based on local order statistics and spacings that provides simultanous confidence statements for the existence and location of local increases and decreases of a density or a failure rate. The procedure provides guaranteed finite-sample significance levels, is easy to implement and possesses certain asymptotic optimality and adaptivity properties.