Title :
The VTP test for transients of equal detectability
Author :
Willett, Peter ; Wang, Z. Jane
Author_Institution :
Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT, USA
Abstract :
For detection of a permanent and precisely-modeled change in distribution of iid observations, Page\´s test is optimal. When employed to detect a transient change between known distributions, Page\´s test is a generalised likelihood ratio test (GLRT). However, the situation of interest here is of transient of unknown scale parameter: a fixed Page procedure tuned to a "short-and-loud" signal uses heavy biasing and low threshold, a combination ill-suited to a "long-but-quiet" signal. We offer an easy alternative to the standard Page: it uses a constant bias and a time-varying threshold. The idea is that the above short signals are detected quickly before post-termination data has a chance to refute them; and that evidence for a long signal is allowed to build, rather than being summarily discarded too early. Results show that the approach works quite well.
Keywords :
maximum likelihood detection; parameter estimation; probability; time-varying systems; GLRT; Page test; VTP test; constant bias; detection; equal detectability transients; generalised likelihood ratio test; iid observations; long signal; short signal detection; time-varying threshold; unknown scale parameter; Aggregates; Contracts; Educational institutions; Robustness; Signal detection; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1199921