{"id":"https://openalex.org/W2911969938","doi":"https://doi.org/10.1109/bigdata.2018.8622508","title":"Initial Explorations of Sparse Matrix-Vector Multiplication on EMU\u2019s Migratory Memory Side Processing","display_name":"Initial Explorations of Sparse Matrix-Vector Multiplication on EMU\u2019s Migratory Memory Side Processing","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2911969938","doi":"https://doi.org/10.1109/bigdata.2018.8622508","mag":"2911969938"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2018.8622508","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2018.8622508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Big Data (Big Data)","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/A5039908974","display_name":"Matthew Bredin","orcid":null},"institutions":[{"id":"https://openalex.org/I10052268","display_name":"New Mexico State University","ror":"https://ror.org/00hpz7z43","country_code":"US","type":"education","lineage":["https://openalex.org/I10052268"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Bredin","raw_affiliation_strings":["Klipsch School of ECE, New Mexico State University, Las Cruces, NM"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Klipsch School of ECE, New Mexico State University, Las Cruces, NM","institution_ids":["https://openalex.org/I10052268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087778749","display_name":"Abdel\u2010Hameed A. Badawy","orcid":"https://orcid.org/0000-0001-8027-1449"},"institutions":[{"id":"https://openalex.org/I10052268","display_name":"New Mexico State University","ror":"https://ror.org/00hpz7z43","country_code":"US","type":"education","lineage":["https://openalex.org/I10052268"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdel-Hameed A. Badawy","raw_affiliation_strings":["Klipsch School of ECE, New Mexico State University, Las Cruces, NM"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Klipsch School of ECE, New Mexico State University, Las Cruces, NM","institution_ids":["https://openalex.org/I10052268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113791119","display_name":"Janice McMahon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149435","display_name":"DELL (United States)","ror":"https://ror.org/05rejmm18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149435"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Janice McMahon","raw_affiliation_strings":["EMU Technology, South Bend, Indiana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EMU Technology, South Bend, Indiana","institution_ids":["https://openalex.org/I4210149435"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056450485","display_name":"Shannon K. Kuntz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149435","display_name":"DELL (United States)","ror":"https://ror.org/05rejmm18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149435"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shannon Kuntz","raw_affiliation_strings":["EMU Technology, South Bend, Indiana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EMU Technology, South Bend, Indiana","institution_ids":["https://openalex.org/I4210149435"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19416244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"299","issue":null,"first_page":"2483","last_page":"2490"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8043242692947388},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.7623915672302246},{"id":"https://openalex.org/keywords/x86","display_name":"x86","score":0.7480082511901855},{"id":"https://openalex.org/keywords/multiplication","display_name":"Multiplication (music)","score":0.7252600193023682},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.7017316222190857},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5654414296150208},{"id":"https://openalex.org/keywords/matrix","display_name":"Matrix (chemical analysis)","score":0.5536261796951294},{"id":"https://openalex.org/keywords/matrix-multiplication","display_name":"Matrix multiplication","score":0.5327945351600647},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5058243274688721},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.46222177147865295},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3359622359275818},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1278916299343109},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.12756437063217163}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8043242692947388},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.7623915672302246},{"id":"https://openalex.org/C170723468","wikidata":"https://www.wikidata.org/wiki/Q182933","display_name":"x86","level":3,"score":0.7480082511901855},{"id":"https://openalex.org/C2780595030","wikidata":"https://www.wikidata.org/wiki/Q3860309","display_name":"Multiplication (music)","level":2,"score":0.7252600193023682},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.7017316222190857},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5654414296150208},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.5536261796951294},{"id":"https://openalex.org/C17349429","wikidata":"https://www.wikidata.org/wiki/Q1049914","display_name":"Matrix multiplication","level":3,"score":0.5327945351600647},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5058243274688721},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.46222177147865295},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3359622359275818},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1278916299343109},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.12756437063217163},{"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.0},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2018.8622508","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2018.8622508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1584937917","https://openalex.org/W1588915715","https://openalex.org/W2002555321","https://openalex.org/W2009654791","https://openalex.org/W2030422762","https://openalex.org/W2124007994","https://openalex.org/W2124431105","https://openalex.org/W2518567779","https://openalex.org/W2604497010","https://openalex.org/W2807650361","https://openalex.org/W2868611809","https://openalex.org/W2902416552","https://openalex.org/W2903380714","https://openalex.org/W6735841199","https://openalex.org/W6751778770","https://openalex.org/W6756624684","https://openalex.org/W6756837130"],"related_works":["https://openalex.org/W3099313426","https://openalex.org/W4287593139","https://openalex.org/W752783541","https://openalex.org/W1506547947","https://openalex.org/W4206811032","https://openalex.org/W2995605830","https://openalex.org/W4239424132","https://openalex.org/W2086123442","https://openalex.org/W2596457687","https://openalex.org/W3212757063"],"abstract_inverted_index":{"Sparse":[0],"matrices":[1],"are":[2,145],"common":[3],"place":[4],"in":[5,29,54],"modern":[6,140],"computing":[7],"and":[8,31,36,77,103,122,128,136,157],"due":[9],"to":[10,47,61,70,73,75,106,109,120,152],"the":[11,65,104,115,130,133],"rise":[12],"of":[13,68,114,132,138],"machine":[14],"learning":[15],"algorithms":[16,160],"it":[17,39],"has":[18],"become":[19],"apparent":[20],"that":[21,42,97,137],"sparse":[22,117,124],"matrix":[23,118],"operations":[24],"play":[25],"a":[26,48,89,99,139],"large":[27],"role":[28],"simulating":[30],"modeling":[32],"systems.":[33],"Following":[34],"Amdahl's":[35],"Moore's":[37],"Law,":[38],"is":[40,58,150],"clear":[41],"simply":[43],"adding":[44],"more":[45],"resources":[46],"CPU":[49],"will":[50],"no":[51],"longer":[52],"result":[53],"improved":[55],"performance.":[56],"It":[57],"now":[59],"desirable":[60],"make":[62],"improvements":[63],"at":[64],"architecture":[66,91],"level":[67],"CPUs":[69],"be":[71],"able":[72],"continue":[74],"scale":[76],"improve":[78],"performance":[79,131],"on":[80],"key":[81],"application":[82],"areas.":[83],"In":[84],"this":[85],"paper,":[86],"we":[87],"explore":[88,158],"new":[90],"being":[92],"developed":[93],"by":[94],"EMU":[95,134],"Technology":[96],"implements":[98],"distributed":[100],"shared":[101],"memory":[102],"ability":[105],"migrate":[107],"threads":[108],"data.":[110],"We":[111],"use":[112],"some":[113],"well-known":[116],"methods":[119],"compress":[121],"solve":[123],"matrix-vector":[125],"multiplication":[126],"(SpMV)":[127],"compare":[129],"system":[135],"x86":[141],"architecture.":[142],"Our":[143],"results":[144],"encouraging":[146],"but":[147],"further":[148],"investigation":[149],"required":[151],"optimize":[153],"our":[154],"current":[155],"implementation(s)":[156],"other":[159],"for":[161],"representing":[162],"sparsity.":[163]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}