Improved surrogate data tests for sea clutter

Citation
Cp. Unsworth et al., Improved surrogate data tests for sea clutter, IEE P-RAD S, 148(3), 2001, pp. 112-118
Citations number
23
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION
ISSN journal
13502395 → ACNP
Volume
148
Issue
3
Year of publication
2001
Pages
112 - 118
Database
ISI
SICI code
1350-2395(200106)148:3<112:ISDTFS>2.0.ZU;2-0
Abstract
The first part of the paper is a comparison between the two versions of Tou gh and Ward's (T/W) model in the generation of surrogate data to a compound stochastic k-distribution prescription. An overview of both versions of th e model is presented together with predictor results which allow for direct comparison of the models. The second part of the paper describes the conce pt of surrogate data testing and introduces a new surrogate data test. The aim is to provide a new statistical hypothesis test which employs the metho d of surrogate data specifically for sea clutter. The test provides one wit h a significance measure of how appropriate the k-distribution model of Tou gh and Ward is for a particular sea clutter data set that is under test, Th is test incorporates the most recent T/W version 2 model for the generation of its surrogate data. In addition, a new surrogate statistic is introduce d which is used to reject/accept the null hypothesis. This statistic is the normalised mean square error (NMSE) from a predictor and is a statistic wh ich can be applied to any type of time-series. An overview of the method is presented together with results for two sea clutter data sets.