Restricted p-Isometry Properties of Partially Sparse Signal Recovery

By generalizing the restricted p-isometry property to the partially sparse signal recovery problem, we give a sufficient condition for exactly recovering partially sparse signal via the partial lp minimization (truncated lp minimization) problem with p∈(0,1]. Based on this, we establish a simpler su...

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Main Authors: Haini Bi, Lingchen Kong, Naihua Xiu
Format: Article
Language:English
Published: Wiley 2013-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2013/692169
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author Haini Bi
Lingchen Kong
Naihua Xiu
author_facet Haini Bi
Lingchen Kong
Naihua Xiu
author_sort Haini Bi
collection DOAJ
description By generalizing the restricted p-isometry property to the partially sparse signal recovery problem, we give a sufficient condition for exactly recovering partially sparse signal via the partial lp minimization (truncated lp minimization) problem with p∈(0,1]. Based on this, we establish a simpler sufficient condition which can show how the p-RIP bounds vary corresponding to different ps.
format Article
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institution Kabale University
issn 1026-0226
1607-887X
language English
publishDate 2013-01-01
publisher Wiley
record_format Article
series Discrete Dynamics in Nature and Society
spelling doaj-art-c3a2a21a230e4531b59c3451005f00672025-02-03T01:03:25ZengWileyDiscrete Dynamics in Nature and Society1026-02261607-887X2013-01-01201310.1155/2013/692169692169Restricted p-Isometry Properties of Partially Sparse Signal RecoveryHaini Bi0Lingchen Kong1Naihua Xiu2Department of Applied Mathematics, Beijing Jiaotong University, Beijing 100044, ChinaDepartment of Applied Mathematics, Beijing Jiaotong University, Beijing 100044, ChinaDepartment of Applied Mathematics, Beijing Jiaotong University, Beijing 100044, ChinaBy generalizing the restricted p-isometry property to the partially sparse signal recovery problem, we give a sufficient condition for exactly recovering partially sparse signal via the partial lp minimization (truncated lp minimization) problem with p∈(0,1]. Based on this, we establish a simpler sufficient condition which can show how the p-RIP bounds vary corresponding to different ps.http://dx.doi.org/10.1155/2013/692169
spellingShingle Haini Bi
Lingchen Kong
Naihua Xiu
Restricted p-Isometry Properties of Partially Sparse Signal Recovery
Discrete Dynamics in Nature and Society
title Restricted p-Isometry Properties of Partially Sparse Signal Recovery
title_full Restricted p-Isometry Properties of Partially Sparse Signal Recovery
title_fullStr Restricted p-Isometry Properties of Partially Sparse Signal Recovery
title_full_unstemmed Restricted p-Isometry Properties of Partially Sparse Signal Recovery
title_short Restricted p-Isometry Properties of Partially Sparse Signal Recovery
title_sort restricted p isometry properties of partially sparse signal recovery
url http://dx.doi.org/10.1155/2013/692169
work_keys_str_mv AT hainibi restrictedpisometrypropertiesofpartiallysparsesignalrecovery
AT lingchenkong restrictedpisometrypropertiesofpartiallysparsesignalrecovery
AT naihuaxiu restrictedpisometrypropertiesofpartiallysparsesignalrecovery