Missing data recovery using low rank matrix completion methods

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper presents a new method for data recovery exploiting low rank structure and convexity constraints. It is capable of handling arbitrary observation patterns and it can incorporate additional convex constraints such as non-negativity and finite bandwidth.

Original languageEnglish (US)
Title of host publication2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program
Pages101-106
Number of pages6
DOIs
StatePublished - 2012
Event2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Atlanta, GA, United States
Duration: May 7 2012May 11 2012

Other

Other2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012
CountryUnited States
CityAtlanta, GA
Period5/7/125/11/12

Fingerprint

Bandwidth
Recovery

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

Cite this

Pillai, U., Murthy, V., & Selesnick, I. (2012). Missing data recovery using low rank matrix completion methods. In 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program (pp. 101-106). [6212119] https://doi.org/10.1109/RADAR.2012.6212119

Missing data recovery using low rank matrix completion methods. / Pillai, Unnikrishna; Murthy, Vinay; Selesnick, Ivan.

2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program. 2012. p. 101-106 6212119.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Pillai, U, Murthy, V & Selesnick, I 2012, Missing data recovery using low rank matrix completion methods. in 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program., 6212119, pp. 101-106, 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012, Atlanta, GA, United States, 5/7/12. https://doi.org/10.1109/RADAR.2012.6212119
Pillai U, Murthy V, Selesnick I. Missing data recovery using low rank matrix completion methods. In 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program. 2012. p. 101-106. 6212119 https://doi.org/10.1109/RADAR.2012.6212119
Pillai, Unnikrishna ; Murthy, Vinay ; Selesnick, Ivan. / Missing data recovery using low rank matrix completion methods. 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 - Conference Program. 2012. pp. 101-106
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