A new nonlinear noise reduction method is presented that uses the disc
rete wavelet transform, Similar to Donoho and Johnstone, we employ thr
esholding in the wavelet transform domain but, following a suggestion
by Coifman, we use an undecimated, shift-invariant, nonorthogonal wave
let transform instead of the usual orthogonal one, This new approach c
an be interpreted as a repeated application of the original Donoho and
Johnstone method for different shifts, The main feature of the new al
gorithm is a significantly improved noise reduction compared to the or
iginal wavelet based approach, This holds for a large class of signals
, both visually and in the l(2) sense, and is shown theoretically as w
ell as by experimental results.