Title :
The bootstrap and tolerance regions
Author :
Zoubir, A.M. ; Brcich, R.F. ; Tufts, D.W. ; Real, E.C.
Author_Institution :
Australian Telecommun. Res. Inst., Curtin Univ. of Technol., Perth, WA, Australia
Abstract :
We present results for bootstrap detection procedures that make use of tolerance regions. The bootstrap matched-filter and the CFAR bootstrap matched filter are designed so that with a given probability the level of the test is not exceeded. Simulation results show that the actual false alarm rate is consistently lower than that of the bootstrap matched filter. Real data experiments are also presented. They demonstrate the power of bootstrap and tolerance region principles in signal detection.
Keywords :
filtering theory; matched filters; parameter estimation; probability; signal detection; CFAR bootstrap matched filter; bootstrap detection procedures; bootstrap matched-filter; confidence intervals; false alarm rate; probability; quantile estimation; real data experiments; signal detection; simulation results; tolerance regions; Australia; Computational modeling; Detectors; Matched filters; Parameter estimation; Signal detection; Signal processing; Statistical distributions; Telecommunication computing; Testing;
Conference_Titel :
Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
Print_ISBN :
0-7803-5700-0
DOI :
10.1109/ACSSC.1999.832288
