The cumulative distribution function (CDF) is an incremental aggregation of the PDF. Since by definition the CDF is a positive monotonic function with values from 0 to 1, it's apparent that an ...

Firstly, a kernel type estimator for the conditional cumulative distribution function (cond-cdf) is introduced. Afterwards, we derive an estimate of the quantiles by inverting this estimated cond-cdf, ...