Identifiability of harmonic parameterization in N dimensions

Nikolaos Sidiropoulos

Research output: Contribution to journalConference articlepeer-review

Abstract

In 1911, Carathéodory et al published a result that is a cornerstone of line spectra (harmonic) analysis and modern parametric harmonic retrieval. This result was later popularized by Pisarenko, and is widely known in the spectral analysis community as "Carathéodory's Parameterization". The uniqueness part of Carathéodory's result specifies the condition under which one can uniquely recover the frequencies (spectral lines) in a finite sum of one-dimensional harmonics, given a finite set of measurements. The multidimensional case is of interest in a variety of problems, including joint multiuser / multipath carrier offset, angle, and delay estimation, yet the associated model identifiability problem has not been thoroughly addressed. This is the subject of the main Theorem in this paper. The proof relies on a recent result regarding the uniqueness of low-rank decomposition of N-way arrays.

Original languageEnglish (US)
Number of pages1
JournalIEEE International Symposium on Information Theory - Proceedings
StatePublished - Sep 12 2001
Event2001 IEEE International Symposium on Information Theory (ISIT 2001) - Washington, DC, United States
Duration: Jun 24 2001Jun 29 2001

Fingerprint Dive into the research topics of 'Identifiability of harmonic parameterization in N dimensions'. Together they form a unique fingerprint.

Cite this