{"id":"https://openalex.org/W2765887041","doi":"https://doi.org/10.1109/hpec.2017.8091029","title":"Out of memory SVD solver for big data","display_name":"Out of memory SVD solver for big data","publication_year":2017,"publication_date":"2017-09-01","ids":{"openalex":"https://openalex.org/W2765887041","doi":"https://doi.org/10.1109/hpec.2017.8091029","mag":"2765887041"},"language":"en","primary_location":{"id":"doi:10.1109/hpec.2017.8091029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpec.2017.8091029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE High Performance Extreme Computing Conference (HPEC)","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/A5101964224","display_name":"Azzam Haidar","orcid":"https://orcid.org/0000-0002-3177-2084"},"institutions":[{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Azzam Haidar","raw_affiliation_strings":["Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA"],"affiliations":[{"raw_affiliation_string":"Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA","institution_ids":["https://openalex.org/I75027704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070504697","display_name":"K. Habibul Kabir","orcid":"https://orcid.org/0000-0001-9921-3978"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Khairul Kabir","raw_affiliation_strings":["Oak Ridge National Laboratory, USA"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057277629","display_name":"Diana Fayad","orcid":null},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Diana Fayad","raw_affiliation_strings":["University of Manchester, UK"],"affiliations":[{"raw_affiliation_string":"University of Manchester, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083604741","display_name":"Stanimire Tomov","orcid":"https://orcid.org/0000-0002-5937-7959"},"institutions":[{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stanimire Tomov","raw_affiliation_strings":["Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA"],"affiliations":[{"raw_affiliation_string":"Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA","institution_ids":["https://openalex.org/I75027704"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075517045","display_name":"Jack Dongarra","orcid":"https://orcid.org/0000-0003-3247-1782"},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]},{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["FR","US"],"is_corresponding":false,"raw_author_name":"Jack Dongarra","raw_affiliation_strings":["Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA","Nvidia, USA","Universite of Versailles Saint-Quentin-En-Yvelines, France"],"affiliations":[{"raw_affiliation_string":"Innovative Computing Laboratory (ICL), University of Tennessee, Knoxville, USA","institution_ids":["https://openalex.org/I75027704"]},{"raw_affiliation_string":"Nvidia, USA","institution_ids":["https://openalex.org/I4210127875"]},{"raw_affiliation_string":"Universite of Versailles Saint-Quentin-En-Yvelines, France","institution_ids":["https://openalex.org/I195731000"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101964224"],"corresponding_institution_ids":["https://openalex.org/I75027704"],"apc_list":null,"apc_paid":null,"fwci":0.9225,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.73089172,"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":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10792","display_name":"Matrix Theory and Algorithms","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"Singular value decomposition","score":0.7973774671554565},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7555567026138306},{"id":"https://openalex.org/keywords/out-of-core-algorithm","display_name":"Out-of-core algorithm","score":0.552263081073761},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.5430358052253723},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5152106881141663},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4413038194179535},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43118953704833984},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.42228594422340393},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.340589702129364}],"concepts":[{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.7973774671554565},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7555567026138306},{"id":"https://openalex.org/C79470037","wikidata":"https://www.wikidata.org/wiki/Q279748","display_name":"Out-of-core algorithm","level":2,"score":0.552263081073761},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.5430358052253723},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5152106881141663},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4413038194179535},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43118953704833984},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.42228594422340393},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.340589702129364},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hpec.2017.8091029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpec.2017.8091029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE High Performance Extreme Computing Conference (HPEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2025829250","https://openalex.org/W2053452553","https://openalex.org/W2081114193","https://openalex.org/W2095597068","https://openalex.org/W2124480634","https://openalex.org/W2124661136","https://openalex.org/W2164895445","https://openalex.org/W2165647555","https://openalex.org/W2548114753","https://openalex.org/W2567731932","https://openalex.org/W2613275038","https://openalex.org/W2728011142","https://openalex.org/W2729559881","https://openalex.org/W2946724226","https://openalex.org/W2950745813","https://openalex.org/W4229666556","https://openalex.org/W6740657393","https://openalex.org/W6763066693"],"related_works":["https://openalex.org/W3121932492","https://openalex.org/W2195994862","https://openalex.org/W2054180433","https://openalex.org/W4247900210","https://openalex.org/W3035019560","https://openalex.org/W2950821291","https://openalex.org/W2128805434","https://openalex.org/W2601039388","https://openalex.org/W4390264496","https://openalex.org/W2489934651"],"abstract_inverted_index":{"Many":[0],"applications":[1],"-":[2,13],"from":[3],"data":[4,55,65,157],"compression":[5],"to":[6,15,29,51,70,84,116,162],"numerical":[7],"weather":[8],"prediction":[9],"and":[10,160,179,191],"information":[11],"retrieval":[12],"need":[14],"compute":[16],"large":[17,28,54,69],"dense":[18],"singular":[19],"value":[20],"decompositions":[21],"(SVD).":[22],"When":[23],"the":[24,32,64,133,137,144,152,156,189,194],"problems":[25],"are":[26,43],"too":[27,68,119,123],"fit":[30],"into":[31],"computer's":[33],"main":[34],"memory,":[35],"specialized":[36],"out-of-core":[37],"algorithms":[38,83,98],"that":[39,174],"use":[40],"disk":[41],"storage":[42],"required.":[44],"A":[45],"typical":[46],"example":[47],"is":[48,66,96],"when":[49],"trying":[50],"analyze":[52],"a":[53,78],"set":[56],"through":[57],"tools":[58],"like":[59],"MATLAB":[60],"or":[61,110,122],"Octave,":[62],"but":[63],"just":[67],"be":[71],"loaded.":[72],"To":[73,126],"overcome":[74],"this,":[75],"we":[76,130],"designed":[77],"class":[79],"of":[80,101,118,193],"out-of-memory":[81],"(OOM)":[82],"reduce,":[85],"as":[86,88,140,142],"well":[87,141],"overlap":[89],"communication":[90],"with":[91],"computation.":[92],"Of":[93],"particular":[94],"interest":[95],"OOM":[97,128,164,195],"for":[99,136,143,171],"matrices":[100],"size":[102],"m":[103,107,111],"\u00d7":[104],"n,":[105,113],"where":[106],">>":[108],"n":[109],"<;<;":[112],"e.g.,":[114],"corresponding":[115],"cases":[117],"many":[120,124],"variables,":[121],"observations.":[125],"design":[127,163],"SVDs,":[129],"first":[131],"study":[132],"communications":[134],"cost":[135,159],"SVD":[138,165],"techniques":[139],"QR/LQ":[145],"factorization":[146],"followed":[147],"by":[148],"SVD.":[149,196],"We":[150,167],"present":[151],"theoretical":[153,177],"analysis":[154],"about":[155],"movement":[158],"strategies":[161],"algorithms.":[166],"show":[168,188],"performance":[169,182],"results":[170,187],"multicore":[172],"architecture":[173],"illustrate":[175],"our":[176,181,185],"findings":[178],"match":[180],"models.":[183],"Moreover,":[184],"experimental":[186],"feasibility":[190],"superiority":[192]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}