  We have developed an algorithm for non-parametric fitting and extraction of
statistically significant peaks in the presence of statistical and systematic
uncertainties. Applications of this algorithm for analysis of high-energy
collision data are discussed. In particular, we illustrate how to use this
algorithm in general searches for new physics in invariant-mass spectra using
pp Monte Carlo simulations.
