In this article, I present a method for the nonparametric (model-free)
estimation of intensity profiles underlying gamma-ray bursts. The alg
orithm, called TIPSH, is based on applying specially calibrated thresh
olds to the Haar wavelet coefficients of binned counts gathered from s
uch bursts. Because wavelets are well-localized with respect to both t
ime and scale, they are an ideal tool for working with the often sharp
, abrupt nature of gamma-ray burst signals. When applied to an idealiz
ed signal in a small simulation study and a selection of actual gamma-
ray bursts, the TIPSH algorithm was found to be well capable of simult
aneously estimating the smooth, uniform background and the pulse-like
structure of gamma-ray burst signals.