{"id":"https://openalex.org/W2002429913","doi":"https://doi.org/10.1109/spawc.2012.6292926","title":"Distributed nuclear norm minimization for matrix completion","display_name":"Distributed nuclear norm minimization for matrix completion","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2002429913","doi":"https://doi.org/10.1109/spawc.2012.6292926","mag":"2002429913"},"language":"en","primary_location":{"id":"doi:10.1109/spawc.2012.6292926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spawc.2012.6292926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 13th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060755739","display_name":"Morteza Mardani","orcid":"https://orcid.org/0000-0002-3788-137X"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Morteza Mardani","raw_affiliation_strings":["Department of ECE, University of Minnesota, Minneapolis, MN, USA","Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006078163","display_name":"Gonzalo Mateos","orcid":"https://orcid.org/0000-0002-9847-6298"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gonzalo Mateos","raw_affiliation_strings":["Department of ECE, University of Minnesota, Minneapolis, MN, USA","Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026758314","display_name":"Georgios B. Giannakis","orcid":"https://orcid.org/0000-0002-0196-0260"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Georgios B. Giannakis","raw_affiliation_strings":["Department of ECE, University of Minnesota, Minneapolis, MN, USA","Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":null,"apc_paid":null,"fwci":1.3613,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.79578611,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"354","last_page":"358"},"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9990000128746033,"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/matrix-completion","display_name":"Matrix completion","score":0.8173888921737671},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.698508620262146},{"id":"https://openalex.org/keywords/matrix-norm","display_name":"Matrix norm","score":0.692887544631958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6665614247322083},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.5428668260574341},{"id":"https://openalex.org/keywords/distributed-algorithm","display_name":"Distributed algorithm","score":0.5295119285583496},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4823593497276306},{"id":"https://openalex.org/keywords/convex-optimization","display_name":"Convex optimization","score":0.4629453420639038},{"id":"https://openalex.org/keywords/matrix","display_name":"Matrix (chemical analysis)","score":0.4615514278411865},{"id":"https://openalex.org/keywords/separable-space","display_name":"Separable space","score":0.4541572332382202},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.4432528018951416},{"id":"https://openalex.org/keywords/norm","display_name":"Norm (philosophy)","score":0.42330577969551086},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.3737211227416992},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35394486784935},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.308444082736969},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23301196098327637}],"concepts":[{"id":"https://openalex.org/C2778459887","wikidata":"https://www.wikidata.org/wiki/Q6787865","display_name":"Matrix completion","level":3,"score":0.8173888921737671},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.698508620262146},{"id":"https://openalex.org/C92207270","wikidata":"https://www.wikidata.org/wiki/Q939253","display_name":"Matrix norm","level":3,"score":0.692887544631958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6665614247322083},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.5428668260574341},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.5295119285583496},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4823593497276306},{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.4629453420639038},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.4615514278411865},{"id":"https://openalex.org/C70710897","wikidata":"https://www.wikidata.org/wiki/Q680081","display_name":"Separable space","level":2,"score":0.4541572332382202},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.4432528018951416},{"id":"https://openalex.org/C191795146","wikidata":"https://www.wikidata.org/wiki/Q3878446","display_name":"Norm (philosophy)","level":2,"score":0.42330577969551086},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.3737211227416992},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35394486784935},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.308444082736969},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23301196098327637},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/spawc.2012.6292926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spawc.2012.6292926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 13th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.726.5261","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.726.5261","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.tc.umn.edu/%7Emorteza/DMC_SPAWC12.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1603765807","https://openalex.org/W2047071281","https://openalex.org/W2105767123","https://openalex.org/W2118550318","https://openalex.org/W2124608575","https://openalex.org/W2150226602","https://openalex.org/W2151565294","https://openalex.org/W2611328865","https://openalex.org/W6929014349"],"related_works":["https://openalex.org/W4312051587","https://openalex.org/W2594023433","https://openalex.org/W1969698720","https://openalex.org/W2964006653","https://openalex.org/W2788826952","https://openalex.org/W4302315572","https://openalex.org/W3038662035","https://openalex.org/W2325477568","https://openalex.org/W2289262545","https://openalex.org/W2585415590"],"abstract_inverted_index":{"The":[0,103],"ability":[1],"to":[2,88],"recover":[3],"a":[4,8,39,70,89],"low-rank":[5,43],"matrix":[6,44,146],"from":[7],"subset":[9],"of":[10,16,21,80,101,131,136,142],"its":[11,67,132,150],"entries":[12],"is":[13,57,62,84,95],"the":[14,59,81,98,122,128,140,143],"leitmotif":[15],"recent":[17],"advances":[18],"for":[19,33,42],"localization":[20],"wireless":[22],"sensors,":[23],"unveiling":[24],"traffic":[25],"anomalies":[26],"in":[27,69],"backbone":[28],"networks,":[29],"and":[30,64,112,149],"preference":[31],"modeling":[32],"recommender":[34],"systems.":[35],"This":[36],"paper":[37],"develops":[38],"distributed":[40,71,105,123,145],"algorithm":[41],"completion":[45,147],"over":[46],"networks.":[47],"While":[48],"nuclear-norm":[49],"minimization":[50,68],"has":[51],"well-documented":[52],"merits":[53],"when":[54],"centralized":[55,133,151],"processing":[56],"viable,":[58],"singular-value":[60],"sum":[61],"non-separable":[63],"this":[65,75],"challenges":[66],"fashion.":[72],"To":[73],"overcome":[74],"limitation,":[76],"an":[77],"alternative":[78],"characterization":[79],"nuclear":[82],"norm":[83],"adopted":[85],"which":[86],"leads":[87],"separable,":[90],"yet":[91],"non-convex":[92],"cost":[93],"that":[94],"minimized":[96],"via":[97],"alternating-direction":[99],"method":[100],"multipliers.":[102],"novel":[104,144],"iterations":[106],"entail":[107],"reduced-complexity":[108],"per":[109],"node":[110],"tasks,":[111],"affordable":[113],"message":[114],"passing":[115],"between":[116],"single-hop":[117],"neighbors.":[118],"Interestingly,":[119],"upon":[120],"convergence":[121,141],"(non-convex)":[124],"estimator":[125],"provably":[126],"attains":[127],"global":[129],"optimum":[130],"counterpart,":[134],"regardless":[135],"initialization.":[137],"Simulations":[138],"corroborate":[139],"algorithm,":[148],"performance":[152],"guarantees.":[153]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}