For the observation model ''signal + white Gaussian noise'', an on-lin
e tracking algorithm for signal and its derivatives is proposed. The t
racking algorithm applies to a class of signals with derivative up to
the kth order. The asymptotic optimality in the minimax sense, with re
spect to small intensity of noise, is established. (C) 1997 Elsevier S
cience B.V.