Fisher information matrix, Rao test, and Wald test for complex-valued signals and their applications

The Fisher information matrix (FIM) is an important tool in signal processing. In this paper, we investigate the FIM with respect to the complex-valued quantities, and show its application in signal processing, such as the design of the Rao and Wald tests, and the derivation of the Cramér–Rao bound...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Signal processing 2014-01, Vol.94, p.1-5
Hauptverfasser: Liu, Weijian, Wang, Yongliang, Xie, Wenchong
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:The Fisher information matrix (FIM) is an important tool in signal processing. In this paper, we investigate the FIM with respect to the complex-valued quantities, and show its application in signal processing, such as the design of the Rao and Wald tests, and the derivation of the Cramér–Rao bound for the unbiased estimate. Some examples are also given. •We show some important features of the FIM with respect to complex-valued signals.•The Rao and Wald tests for complex-valued signals are given.•We present the CRB of unbiased estimates involved complex FIM.•Several examples about their application are also given.
ISSN:0165-1684
1872-7557
DOI:10.1016/j.sigpro.2013.06.032