{"id":"https://openalex.org/W2911628061","doi":"https://doi.org/10.1145/3280989","title":"Parallel Computing of Support Vector Machines","display_name":"Parallel Computing of Support Vector Machines","publication_year":2019,"publication_date":"2019-01-28","ids":{"openalex":"https://openalex.org/W2911628061","doi":"https://doi.org/10.1145/3280989","mag":"2911628061"},"language":"en","primary_location":{"id":"doi:10.1145/3280989","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3280989","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","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/A5084603961","display_name":"Shirin Tavara","orcid":"https://orcid.org/0000-0003-0669-9978"},"institutions":[{"id":"https://openalex.org/I205158640","display_name":"University of Sk\u00f6vde","ror":"https://ror.org/051mrsz47","country_code":"SE","type":"education","lineage":["https://openalex.org/I205158640"]},{"id":"https://openalex.org/I992397","display_name":"University of Bor\u00e5s","ror":"https://ror.org/01fdxwh83","country_code":"SE","type":"education","lineage":["https://openalex.org/I992397"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Shirin Tavara","raw_affiliation_strings":["University of Bor\u00e5s and University of Sk\u00f6vde, Sweden"],"affiliations":[{"raw_affiliation_string":"University of Bor\u00e5s and University of Sk\u00f6vde, Sweden","institution_ids":["https://openalex.org/I205158640","https://openalex.org/I992397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5084603961"],"corresponding_institution_ids":["https://openalex.org/I205158640","https://openalex.org/I992397"],"apc_list":null,"apc_paid":null,"fwci":3.3486,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":0.938443,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"51","issue":"6","first_page":"1","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9033514261245728},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.8271610736846924},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6470084190368652},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5941856503486633},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5747640132904053},{"id":"https://openalex.org/keywords/factor","display_name":"Factor (programming language)","score":0.5273438692092896},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.477825403213501},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44830361008644104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4298780858516693},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4243814945220947},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3471788763999939},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32235828042030334},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1884910762310028},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1847372055053711}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9033514261245728},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.8271610736846924},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6470084190368652},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5941856503486633},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5747640132904053},{"id":"https://openalex.org/C2781039887","wikidata":"https://www.wikidata.org/wiki/Q1391724","display_name":"Factor (programming language)","level":2,"score":0.5273438692092896},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.477825403213501},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44830361008644104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4298780858516693},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4243814945220947},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3471788763999939},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32235828042030334},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1884910762310028},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1847372055053711},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3280989","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3280989","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":168,"referenced_works":["https://openalex.org/W127032682","https://openalex.org/W144150909","https://openalex.org/W159994430","https://openalex.org/W195001693","https://openalex.org/W203618332","https://openalex.org/W627801999","https://openalex.org/W635383765","https://openalex.org/W866281365","https://openalex.org/W1008032798","https://openalex.org/W1497178432","https://openalex.org/W1503167101","https://openalex.org/W1504561735","https://openalex.org/W1506135481","https://openalex.org/W1514415280","https://openalex.org/W1524005847","https://openalex.org/W1526741802","https://openalex.org/W1539254382","https://openalex.org/W1554089860","https://openalex.org/W1572522693","https://openalex.org/W1576520375","https://openalex.org/W1592900392","https://openalex.org/W1597968260","https://openalex.org/W1606161385","https://openalex.org/W1621799579","https://openalex.org/W1658064490","https://openalex.org/W1675130169","https://openalex.org/W1872430906","https://openalex.org/W1934946603","https://openalex.org/W1959098104","https://openalex.org/W1965046083","https://openalex.org/W1965147187","https://openalex.org/W1970649722","https://openalex.org/W1975713049","https://openalex.org/W1977038502","https://openalex.org/W1982545958","https://openalex.org/W1986455520","https://openalex.org/W1988898599","https://openalex.org/W1989565472","https://openalex.org/W1999902215","https://openalex.org/W2001785976","https://openalex.org/W2003843585","https://openalex.org/W2009537245","https://openalex.org/W2010801871","https://openalex.org/W2013714328","https://openalex.org/W2014898396","https://openalex.org/W2017121649","https://openalex.org/W2022859179","https://openalex.org/W2028870622","https://openalex.org/W2031127394","https://openalex.org/W2031436300","https://openalex.org/W2040672759","https://openalex.org/W2043869514","https://openalex.org/W2051886754","https://openalex.org/W2054939515","https://openalex.org/W2061219021","https://openalex.org/W2061620108","https://openalex.org/W2071039340","https://openalex.org/W2071256736","https://openalex.org/W2076750258","https://openalex.org/W2081569410","https://openalex.org/W2087347434","https://openalex.org/W2087624898","https://openalex.org/W2089282273","https://openalex.org/W2095885101","https://openalex.org/W2095952504","https://openalex.org/W2096409772","https://openalex.org/W2097745317","https://openalex.org/W2099262739","https://openalex.org/W2100522629","https://openalex.org/W2100905558","https://openalex.org/W2101372905","https://openalex.org/W2102451151","https://openalex.org/W2105038653","https://openalex.org/W2106955134","https://openalex.org/W2107391538","https://openalex.org/W2108593662","https://openalex.org/W2109722477","https://openalex.org/W2110122118","https://openalex.org/W2116173306","https://openalex.org/W2117633720","https://openalex.org/W2117990954","https://openalex.org/W2118585731","https://openalex.org/W2119821739","https://openalex.org/W2122284941","https://openalex.org/W2125126592","https://openalex.org/W2125408776","https://openalex.org/W2125789198","https://openalex.org/W2128011443","https://openalex.org/W2128154306","https://openalex.org/W2132291180","https://openalex.org/W2132641846","https://openalex.org/W2136030026","https://openalex.org/W2138918825","https://openalex.org/W2139224857","https://openalex.org/W2139651995","https://openalex.org/W2140354907","https://openalex.org/W2143585472","https://openalex.org/W2144655069","https://openalex.org/W2146068631","https://openalex.org/W2149509651","https://openalex.org/W2150062669","https://openalex.org/W2150773524","https://openalex.org/W2150874597","https://openalex.org/W2151911322","https://openalex.org/W2153240159","https://openalex.org/W2156909104","https://openalex.org/W2157681233","https://openalex.org/W2158348507","https://openalex.org/W2159350554","https://openalex.org/W2160599455","https://openalex.org/W2161549499","https://openalex.org/W2161713006","https://openalex.org/W2163738013","https://openalex.org/W2164278908","https://openalex.org/W2164641162","https://openalex.org/W2166364246","https://openalex.org/W2166402099","https://openalex.org/W2166619467","https://openalex.org/W2166706236","https://openalex.org/W2173213060","https://openalex.org/W2178683985","https://openalex.org/W2182644107","https://openalex.org/W2209618732","https://openalex.org/W2232075207","https://openalex.org/W2299917230","https://openalex.org/W2311728509","https://openalex.org/W2343200584","https://openalex.org/W2418562807","https://openalex.org/W2476270784","https://openalex.org/W2502360843","https://openalex.org/W2513925606","https://openalex.org/W2535852339","https://openalex.org/W2541981042","https://openalex.org/W2546945975","https://openalex.org/W2587427687","https://openalex.org/W2605878234","https://openalex.org/W2610725148","https://openalex.org/W2614473624","https://openalex.org/W2625998000","https://openalex.org/W2736396799","https://openalex.org/W2737940299","https://openalex.org/W2753618922","https://openalex.org/W2753790103","https://openalex.org/W3007294223","https://openalex.org/W3020866515","https://openalex.org/W3021447659","https://openalex.org/W3088347407","https://openalex.org/W3101733364","https://openalex.org/W3151971511","https://openalex.org/W3177525997","https://openalex.org/W4206686222","https://openalex.org/W4229917313","https://openalex.org/W4231900557","https://openalex.org/W4233299962","https://openalex.org/W4238916588","https://openalex.org/W4241251745","https://openalex.org/W4247912207","https://openalex.org/W4248323123","https://openalex.org/W4252348991","https://openalex.org/W4253189567","https://openalex.org/W4254025347","https://openalex.org/W4285719527","https://openalex.org/W4292363360","https://openalex.org/W4300100471","https://openalex.org/W4301198653","https://openalex.org/W4302866247","https://openalex.org/W6676367512","https://openalex.org/W6677656871"],"related_works":["https://openalex.org/W2120447654","https://openalex.org/W2977179488","https://openalex.org/W2144453115","https://openalex.org/W2128223750","https://openalex.org/W4238532390","https://openalex.org/W2188872161","https://openalex.org/W2002978035","https://openalex.org/W797688974","https://openalex.org/W2209382646","https://openalex.org/W2586133538"],"abstract_inverted_index":{"The":[0],"immense":[1],"amount":[2],"of":[3,52,78],"data":[4],"created":[5],"by":[6],"digitalization":[7],"requires":[8],"parallel":[9,18,44],"computing":[10],"for":[11,20,30,88],"machine-learning":[12],"methods.":[13],"While":[14],"there":[15,25],"are":[16],"many":[17],"implementations":[19,77],"support":[21],"vector":[22],"machines":[23],"(SVMs),":[24],"is":[26,55],"no":[27],"clear":[28],"suggestion":[29],"every":[31],"application":[32],"scenario.":[33],"Many":[34],"factor\u2014including":[35],"optimization":[36],"algorithm,":[37],"problem":[38],"size":[39],"and":[40,47,67,82,84],"dimension,":[41],"kernel":[42],"function,":[43],"programming":[45],"stack,":[46],"hardware":[48],"architecture\u2014impact":[49],"the":[50,58,75],"efficiency":[51],"implementations.":[53],"It":[54],"up":[56],"to":[57,60],"user":[59],"balance":[61],"trade-offs,":[62],"particularly":[63],"between":[64],"computation":[65],"time":[66],"classification":[68],"accuracy.":[69],"In":[70],"this":[71],"survey,":[72],"we":[73],"review":[74],"state-of-the-art":[76],"SVMs,":[79],"their":[80],"pros":[81],"cons,":[83],"suggest":[85],"possible":[86],"avenues":[87],"future":[89],"research.":[90]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}