{"id":"https://openalex.org/W1993239831","doi":"https://doi.org/10.1145/2458523.2458531","title":"Betweenness centrality on GPUs and heterogeneous architectures","display_name":"Betweenness centrality on GPUs and heterogeneous architectures","publication_year":2013,"publication_date":"2013-03-16","ids":{"openalex":"https://openalex.org/W1993239831","doi":"https://doi.org/10.1145/2458523.2458531","mag":"1993239831"},"language":"en","primary_location":{"id":"doi:10.1145/2458523.2458531","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2458523.2458531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th Workshop on General Purpose Processor Using Graphics Processing Units","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/A5020527664","display_name":"Ahmet Erdem Sar\u0131y\u00fcce","orcid":"https://orcid.org/0000-0002-4945-6821"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmet Erdem Sariy\u00fcce","raw_affiliation_strings":["The Ohio State University","the Ohio State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Ohio State University","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"the Ohio State University","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105776460","display_name":"Kamer Kaya","orcid":null},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kamer Kaya","raw_affiliation_strings":["The Ohio State University","the Ohio State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Ohio State University","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"the Ohio State University","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028427671","display_name":"\u00c9rik Saule","orcid":"https://orcid.org/0000-0003-1634-9234"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erik Saule","raw_affiliation_strings":["The Ohio State University","the Ohio State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Ohio State University","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"the Ohio State University","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026046737","display_name":"\u00dcmit V. \u00c7ataly\u00fcrek","orcid":"https://orcid.org/0000-0002-5625-3758"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"\u00dcmit V. \u00c7ataly\u00fcrek","raw_affiliation_strings":["The Ohio State University","the Ohio State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Ohio State University","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"the Ohio State University","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I52357470"],"apc_list":null,"apc_paid":null,"fwci":6.3643,"has_fulltext":false,"cited_by_count":80,"citation_normalized_percentile":{"value":0.96753641,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"76","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9943000078201294,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9781000018119812,"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/betweenness-centrality","display_name":"Betweenness centrality","score":0.9494388103485107},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7767974138259888},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.6871945261955261},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6815744638442993},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5820013284683228},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4892110824584961},{"id":"https://openalex.org/keywords/adjacency-list","display_name":"Adjacency list","score":0.46394750475883484},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.46151208877563477},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.4552922546863556},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.218833327293396},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13850626349449158},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.0889696478843689}],"concepts":[{"id":"https://openalex.org/C117045392","wikidata":"https://www.wikidata.org/wiki/Q4899215","display_name":"Betweenness centrality","level":3,"score":0.9494388103485107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7767974138259888},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.6871945261955261},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6815744638442993},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5820013284683228},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4892110824584961},{"id":"https://openalex.org/C110484373","wikidata":"https://www.wikidata.org/wiki/Q264398","display_name":"Adjacency list","level":2,"score":0.46394750475883484},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.46151208877563477},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.4552922546863556},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.218833327293396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13850626349449158},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0889696478843689}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2458523.2458531","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2458523.2458531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th Workshop on General Purpose Processor Using Graphics Processing Units","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2931644052","display_name":null,"funder_award_id":"CNS-0643969, OCI-0904809, OCI-0904802, OCI-1246001","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G5045064338","display_name":null,"funder_award_id":"CNS-0643969, OCI-0904809, OCI-0904802, OCI-1246001","funder_id":"https://openalex.org/F4320337388","funder_display_name":"Division of Computer and Network Systems"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337377","display_name":"Office of Advanced Cyberinfrastructure","ror":"https://ror.org/04nh1dc89"},{"id":"https://openalex.org/F4320337388","display_name":"Division of Computer and Network Systems","ror":"https://ror.org/02rdzmk74"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1536060130","https://openalex.org/W1872954943","https://openalex.org/W1903894141","https://openalex.org/W1963623531","https://openalex.org/W1985291160","https://openalex.org/W1996790644","https://openalex.org/W1998460673","https://openalex.org/W2028842874","https://openalex.org/W2058990271","https://openalex.org/W2062750548","https://openalex.org/W2095420020","https://openalex.org/W2101092380","https://openalex.org/W2110128309","https://openalex.org/W2143114052","https://openalex.org/W2147393894","https://openalex.org/W2152091390","https://openalex.org/W2168640731","https://openalex.org/W2171707538","https://openalex.org/W2397276128","https://openalex.org/W4255005259","https://openalex.org/W6639897565","https://openalex.org/W6674965383"],"related_works":["https://openalex.org/W1973509935","https://openalex.org/W4389076551","https://openalex.org/W2107855069","https://openalex.org/W2611574733","https://openalex.org/W2241641394","https://openalex.org/W2514739320","https://openalex.org/W2097992793","https://openalex.org/W2140653560","https://openalex.org/W2348831795","https://openalex.org/W4312461432"],"abstract_inverted_index":{"The":[0],"betweenness":[1,41,139],"centrality":[2,42,156],"metric":[3],"has":[4],"always":[5],"been":[6],"intriguing":[7],"for":[8,97,138,159],"graph":[9,27,79,173],"analyses":[10],"and":[11,78],"used":[12,117],"in":[13,26],"various":[14],"applications.":[15],"Yet,":[16],"it":[17,163],"is":[18,134],"one":[19],"of":[20,36,60,72,100,114,168],"the":[21,40,61,73,91,131,145,155,165],"most":[22],"computationally":[23],"expensive":[24],"kernels":[25],"mining.":[28],"In":[29,161],"this":[30],"work,":[31],"we":[32,89,116],"investigate":[33],"a":[34,86,98,111,118,135,150,169],"set":[35,99],"techniques":[37,55,84,147],"to":[38,68,110,153,179],"make":[39],"computations":[43],"faster":[44],"on":[45,50,58,94],"GPUs":[46,95],"as":[47,49],"well":[48],"heterogeneous":[51,124],"CPU/GPU":[52],"architectures.":[53],"Our":[54],"are":[56],"based":[57],"virtualization":[59],"vertices":[62,74],"with":[63,75],"high":[64],"degree,":[65],"strided":[66],"access":[67,109],"adjacency":[69],"lists,":[70],"removal":[71],"degree":[76],"1,":[77],"ordering.":[80],"By":[81],"combining":[82],"these":[83],"within":[85],"fine-grain":[87],"parallelism,":[88],"reduced":[90],"computation":[92,157,166],"time":[93,158,167],"significantly":[96],"social":[101],"networks.":[102,160],"On":[103],"CPUs,":[104],"which":[105],"can":[106,148],"usually":[107],"have":[108],"large":[112],"amount":[113],"memory,":[115],"coarse-grain":[119],"parallelism.":[120],"We":[121],"showed":[122],"that":[123,144],"computing,":[125],"i.e.,":[126],"using":[127],"both":[128],"architectures":[129],"at":[130],"same":[132],"time,":[133],"promising":[136],"solution":[137],"centrality.":[140],"Experimental":[141],"results":[142],"show":[143],"proposed":[146],"be":[149],"great":[151],"arsenal":[152],"reduce":[154],"particular,":[162],"reduces":[164],"234":[170],"million":[171],"edges":[172],"from":[174],"more":[175],"than":[176,181],"4":[177],"months":[178],"less":[180],"12":[182],"days.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":21},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
