{"id":"https://openalex.org/W2783115149","doi":"https://doi.org/10.1109/access.2018.2791580","title":"Performance Analysis of Joint-Sparse Recovery from Multiple Measurement Vectors via Convex Optimization: Which Prior Information is Better?","display_name":"Performance Analysis of Joint-Sparse Recovery from Multiple Measurement Vectors via Convex Optimization: Which Prior Information is Better?","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2783115149","doi":"https://doi.org/10.1109/access.2018.2791580","mag":"2783115149"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2791580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2791580","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2791580","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046960750","display_name":"Shih-Wei Hu","orcid":"https://orcid.org/0000-0003-4776-4836"},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Shih-Wei Hu","raw_affiliation_strings":["Academia Sinica, Institute of Information Science, Taipei, Taiwan","Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Academia Sinica, Institute of Information Science, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053021397","display_name":"Gang-Xuan Lin","orcid":"https://orcid.org/0000-0002-7138-9397"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]},{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Gang-Xuan Lin","raw_affiliation_strings":["Academia Sinica, Institute of Information Science, Taipei, Taiwan","Department of Mathematics, National Cheng-Kung University, Tainan City, Taiwan"],"affiliations":[{"raw_affiliation_string":"Academia Sinica, Institute of Information Science, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Department of Mathematics, National Cheng-Kung University, Tainan City, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018491742","display_name":"Sung-Hsien Hsieh","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]},{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sung-Hsien Hsieh","raw_affiliation_strings":["Academia Sinica, Institute of Information Science, Taipei, Taiwan","Department of Communications Engineering, National Taiwan University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Academia Sinica, Institute of Information Science, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Department of Communications Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042784674","display_name":"Chun-Shien Lu","orcid":"https://orcid.org/0000-0002-5900-0019"},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Shien Lu","raw_affiliation_strings":["Academia Sinica, Institute of Information Science, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Academia Sinica, Institute of Information Science, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210098366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046960750"],"corresponding_institution_ids":["https://openalex.org/I16733864","https://openalex.org/I4210098366"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2161,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.75204753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"6","issue":null,"first_page":"3739","last_page":"3754"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.676367998123169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.560867190361023},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5408090353012085},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.5364463925361633},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.46282845735549927},{"id":"https://openalex.org/keywords/norm","display_name":"Norm (philosophy)","score":0.43523964285850525},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4221189022064209},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.3319283723831177},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2981557846069336},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28046083450317383}],"concepts":[{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.676367998123169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.560867190361023},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5408090353012085},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.5364463925361633},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.46282845735549927},{"id":"https://openalex.org/C191795146","wikidata":"https://www.wikidata.org/wiki/Q3878446","display_name":"Norm (philosophy)","level":2,"score":0.43523964285850525},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4221189022064209},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.3319283723831177},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2981557846069336},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28046083450317383},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2791580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2791580","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:19e5672d1dc8428fa1ab658bc78a6a7a","is_oa":true,"landing_page_url":"https://doaj.org/article/19e5672d1dc8428fa1ab658bc78a6a7a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 3739-3754 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2791580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2791580","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6000000238418579,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1328352243","display_name":null,"funder_award_id":"104-2221-E-001-030-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G4297756592","display_name":null,"funder_award_id":"102-2221-E-001-022-MY2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G5949145875","display_name":null,"funder_award_id":"104-2221-E-001-019-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G8111687154","display_name":null,"funder_award_id":"MOST 102-2221-E-001-002-MY2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W565214016","https://openalex.org/W1526740018","https://openalex.org/W1562732085","https://openalex.org/W1770500012","https://openalex.org/W1986931325","https://openalex.org/W1995756791","https://openalex.org/W2011655966","https://openalex.org/W2017761965","https://openalex.org/W2025223969","https://openalex.org/W2029213856","https://openalex.org/W2078776517","https://openalex.org/W2096854583","https://openalex.org/W2099641086","https://openalex.org/W2104266187","https://openalex.org/W2115144080","https://openalex.org/W2127271355","https://openalex.org/W2130187411","https://openalex.org/W2144112805","https://openalex.org/W2145096794","https://openalex.org/W2145417574","https://openalex.org/W2147276092","https://openalex.org/W2152279006","https://openalex.org/W2154483232","https://openalex.org/W2159563318","https://openalex.org/W2162409952","https://openalex.org/W2162800060","https://openalex.org/W2164696938","https://openalex.org/W2167077875","https://openalex.org/W2168078104","https://openalex.org/W2170805223","https://openalex.org/W2171974671","https://openalex.org/W2296616510","https://openalex.org/W2619700586","https://openalex.org/W2714825116","https://openalex.org/W2747066277","https://openalex.org/W2949567103","https://openalex.org/W2963355149","https://openalex.org/W2963673659","https://openalex.org/W3105988367","https://openalex.org/W3124617746","https://openalex.org/W4250955649","https://openalex.org/W6633664518","https://openalex.org/W6685129749","https://openalex.org/W6763763000"],"related_works":["https://openalex.org/W2158224665","https://openalex.org/W2379589510","https://openalex.org/W2810730439","https://openalex.org/W4300044672","https://openalex.org/W1881631164","https://openalex.org/W1976264255","https://openalex.org/W2358292267","https://openalex.org/W2378166785","https://openalex.org/W1964277756","https://openalex.org/W2208932071"],"abstract_inverted_index":{"In":[0],"sparse":[1],"signal":[2],"recovery":[3,16,36,142],"of":[4,140,151,214,233],"compressive":[5,234],"sensing,":[6],"the":[7,11,41,73,88,92,97,108,135,212,219,223,231],"phase":[8,21,152],"transition":[9,22,153],"determines":[10],"edge,":[12],"which":[13,35,57,103,156],"separates":[14],"successful":[15,141],"and":[17,29,91,123,137,170],"failed":[18],"recovery.":[19],"The":[20],"can":[23,146],"be":[24],"seen":[25],"as":[26],"an":[27,30],"indicator":[28],"intuitive":[31],"way":[32],"to":[33,87,154,221],"judge,":[34,155],"performance":[37],"is":[38,47,58,105,161],"better.":[39,162],"Traditionally,":[40],"multiple":[42],"measurement":[43],"vectors":[44],"(MMVs)":[45],"problem":[46,75,225],"usually":[48],"solved":[49,112],"via":[50,62,113,168],"\u2113":[51,114,124,176,186,194,205],"<sub":[52,115,119,125,177,181,187,195,206],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[53,116,120,126,178,182,188,196,207],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2,1</sub>":[54,117,121,127,179,183,189,197,208],"-norm":[55,209],"minimization,":[56,130],"our":[59,164,215],"first":[60,220],"investigation":[61],"conic":[63],"geometry":[64],"in":[65,72,230],"this":[66],"paper.":[67],"Then,":[68],"we":[69,145,217],"are":[70,111,166,218],"interested":[71],"same":[74],"but":[76],"with":[77],"two":[78],"common":[79],"constraints":[80],"(or":[81],"prior":[82,84,159,228],"information):":[83],"information":[85,160,229],"relevant":[86],"ground":[89],"truth":[90],"inherent":[93],"low":[94],"rank":[95,129,191,199],"within":[96],"original":[98],"signal.":[99],"To":[100,211],"figure":[101],"out":[102],"constraint":[104,157],"most":[106],"helpful,":[107],"MMVs":[109,224],"problems":[110],"-\u2113":[118,180],"minimization":[122,184,200],"-low":[128,190,198],"respectively.":[131],"By":[132],"theoretically":[133],"presenting":[134],"necessary":[136],"sufficient":[138],"condition":[139],"from":[143],"MMVs,":[144],"have":[147],"a":[148],"precise":[149],"prediction":[150],"or":[158],"All":[163],"findings":[165],"verified":[167],"simulations":[169],"show":[171],"that,":[172],"under":[173,226],"certain":[174],"conditions,":[175],"outperforms":[185],"minimization.":[192,210],"Surprisingly,":[193],"performs":[201],"even":[202],"worse":[203],"than":[204],"best":[213],"knowledge,":[216],"study":[222],"different":[227],"context":[232],"sensing.":[235]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
