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Article . 2008 . Peer-reviewed
Data sources: Crossref
https://doi.org/10.1109/dspws....
Article . 2006 . Peer-reviewed
Data sources: Crossref
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Recursive Parametric Tests for Multichannel Adaptive Signal Detection

Authors: K.J. Sohn; H. Li; B. Himed;

Recursive Parametric Tests for Multichannel Adaptive Signal Detection

Abstract

The parametric Rao and generalized likelihood ratio test (GLRT) detectors, recently developed by exploiting a multi channel autoregressive (AR) model for the disturbance, has been shown to perform well with very limited or no training data. The AR model order, however, should be estimated by some model order selection technique. Standard non-recursive implementation of the parametric detectors is computationally intensive, since the parameters have to be estimated for each possible model order. This paper presents recursive versions of the parametric detectors using the multichannel Levinson algorithm, which is used to recursively solve the multi channel Yule-Walker equations and find parameter estimates used by these detectors. Estimation of the AR model order can also be naturally integrated since the multichannel Levinson algorithm yields parameter estimates at every recursion (i.e., for every AR model order). Numerical results show that the proposed recursive parametric tests that assume no knowledge about the model order perform quite close to the corresponding non-recursive parametric detectors at reduced computational complexity, even though the latter requires exact knowledge of the model order

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Average
Average
Average
gold