{"id":"https://openalex.org/W4406612424","doi":"https://doi.org/10.1109/wsc63780.2024.10838971","title":"Analysis of the SVD Scaling on Large Sparse Matrices","display_name":"Analysis of the SVD Scaling on Large Sparse Matrices","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406612424","doi":"https://doi.org/10.1109/wsc63780.2024.10838971"},"language":"en","primary_location":{"id":"doi:10.1109/wsc63780.2024.10838971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc63780.2024.10838971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5115947343","display_name":"Mar\u00eda De Castro-S\u00e1nchez","orcid":null},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda De Castro-S\u00e1nchez","raw_affiliation_strings":["School of Aerospace Engineering, Technical University of Madrid (UPM),Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Aerospace Engineering, Technical University of Madrid (UPM),Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053316042","display_name":"Jos\u00e9 A. Mor\u00ed\u00f1igo","orcid":"https://orcid.org/0000-0003-2528-7485"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 A. Mor\u00ed\u00f1igo","raw_affiliation_strings":["School of Aerospace Engineering, Technical University of Madrid (UPM),Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Aerospace Engineering, Technical University of Madrid (UPM),Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067996209","display_name":"Filippo Terragni","orcid":"https://orcid.org/0000-0002-6113-0824"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Filippo Terragni","raw_affiliation_strings":["Universidad Carlos III de Madrid,Dept. of Mathematics,Legan&#x00E9;s,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Carlos III de Madrid,Dept. of Mathematics,Legan&#x00E9;s,Spain","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051116278","display_name":"Rafael Mayo-Garc\u00eda","orcid":"https://orcid.org/0000-0002-0151-3954"},"institutions":[{"id":"https://openalex.org/I4210165411","display_name":"Centro de Investigaciones Energ\u00e9ticas, Medioambientales y Tecnol\u00f3gicas","ror":"https://ror.org/05xx77y52","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210165411"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rafael Mayo-Garc\u00eda","raw_affiliation_strings":["CIEMAT,Dept. of Technology,Madrid,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CIEMAT,Dept. of Technology,Madrid,Spain","institution_ids":["https://openalex.org/I4210165411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2523","last_page":"2534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12405","display_name":"Characterization and Applications of Magnetic Nanoparticles","score":0.30390000343322754,"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"}},"topics":[{"id":"https://openalex.org/T12405","display_name":"Characterization and Applications of Magnetic Nanoparticles","score":0.30390000343322754,"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/T10792","display_name":"Matrix Theory and Algorithms","score":0.2741999924182892,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"Singular value decomposition","score":0.5938250422477722},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5919439196586609},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.5607166290283203},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.4433836340904236},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3561205565929413},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3265664577484131},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22535884380340576},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09320893883705139}],"concepts":[{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.5938250422477722},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5919439196586609},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5607166290283203},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.4433836340904236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3561205565929413},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3265664577484131},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22535884380340576},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09320893883705139},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wsc63780.2024.10838971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc63780.2024.10838971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Winter Simulation Conference (WSC)","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":16,"referenced_works":["https://openalex.org/W749579920","https://openalex.org/W2035080386","https://openalex.org/W2900234561","https://openalex.org/W2907079039","https://openalex.org/W2963674973","https://openalex.org/W3013334287","https://openalex.org/W3082375174","https://openalex.org/W3130249885","https://openalex.org/W3199181189","https://openalex.org/W3214083706","https://openalex.org/W4210948918","https://openalex.org/W4231150350","https://openalex.org/W4320800818","https://openalex.org/W4385814046","https://openalex.org/W4391381474","https://openalex.org/W6677944774"],"related_works":["https://openalex.org/W3121932492","https://openalex.org/W4232638561","https://openalex.org/W1997544008","https://openalex.org/W2954752069","https://openalex.org/W1607100495","https://openalex.org/W3004137470","https://openalex.org/W131378092","https://openalex.org/W141820298","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"great":[3],"interest":[4],"in":[5,21,60,139],"the":[6,13,40,66,86,93,98],"Singular":[7],"Value":[8],"Decomposition":[9],"(SVD)":[10],"algorithm":[11],"over":[12],"last":[14],"years":[15],"because":[16],"of":[17,24,33,39,56,89,92,112,122],"its":[18,103],"wide":[19],"applicability":[20],"multiple":[22],"fields":[23],"science":[25],"and":[26,30],"engineering,":[27],"both":[28],"standalone":[29],"as":[31],"part":[32],"other":[34],"computing":[35],"methods.":[36],"The":[37],"advent":[38],"exascale":[41,142],"era":[42],"with":[43,52,115,131],"massively":[44],"parallel":[45,72],"computers":[46],"brings":[47],"incredible":[48],"possibilities":[49],"to":[50,78,101,117],"deal":[51],"very":[53],"large":[54],"amounts":[55],"data,":[57],"often":[58],"stored":[59],"a":[61,81,106,110,128,136],"matrix.":[62,82],"These":[63],"advances":[64],"set":[65],"focus":[67],"on":[68,109],"developing":[69],"better":[70],"scaling":[71,88],"algorithms:":[73],"e.g.,":[74],"an":[75],"improved":[76],"SVD":[77,130],"efficiently":[79],"factorize":[80],"This":[83],"study":[84],"assesses":[85],"strong":[87],"four":[90],"SVDs":[91],"SLEPc":[94],"library,":[95],"plugged":[96],"into":[97],"PETSc":[99],"framework":[100],"extend":[102],"capabilities,":[104],"via":[105],"performance":[107,133],"analysis":[108],"population":[111],"sparse":[113],"matrices":[114],"up":[116],"10<sup":[118],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[119],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">9</sup>":[120],"degrees":[121],"freedom.":[123],"Among":[124],"them,":[125],"there":[126],"is":[127],"randomized":[129],"promising":[132],"at":[134],"scale,":[135],"key":[137],"aspect":[138],"solvers":[140],"for":[141,149],"simulations":[143],"since":[144],"communication":[145],"must":[146],"be":[147],"minimized":[148],"scalability":[150],"success.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}