{"id":"https://openalex.org/W2073666908","doi":"https://doi.org/10.1145/2807591.2807604","title":"Scaling iterative graph computations with GraphMap","display_name":"Scaling iterative graph computations with GraphMap","publication_year":2015,"publication_date":"2015-10-27","ids":{"openalex":"https://openalex.org/W2073666908","doi":"https://doi.org/10.1145/2807591.2807604","mag":"2073666908"},"language":"en","primary_location":{"id":"doi:10.1145/2807591.2807604","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2807591.2807604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","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/A5103148122","display_name":"Kisung Lee","orcid":"https://orcid.org/0000-0003-4367-4374"},"institutions":[{"id":"https://openalex.org/I121820613","display_name":"Louisiana State University","ror":"https://ror.org/05ect4e57","country_code":"US","type":"education","lineage":["https://openalex.org/I121820613"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kisung Lee","raw_affiliation_strings":["Louisiana State University","Louisiana State University**"],"affiliations":[{"raw_affiliation_string":"Louisiana State University","institution_ids":["https://openalex.org/I121820613"]},{"raw_affiliation_string":"Louisiana State University**","institution_ids":["https://openalex.org/I121820613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343991","display_name":"Ling Liu","orcid":"https://orcid.org/0000-0002-4138-3082"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ling Liu","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111483107","display_name":"Karsten Schwan","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karsten Schwan","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081442372","display_name":"Calton Pu","orcid":"https://orcid.org/0000-0002-6616-8987"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Calton Pu","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100360194","display_name":"Qi Zhang","orcid":"https://orcid.org/0000-0001-5303-9804"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Zhang","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101699511","display_name":"Yang Zhou","orcid":"https://orcid.org/0000-0002-9148-4316"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Zhou","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051842842","display_name":"Emre Yigitoglu","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emre Yigitoglu","raw_affiliation_strings":["Georgia Institute of Technology","[Georgia Institute of Technology.]"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"[Georgia Institute of Technology.]","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024499331","display_name":"Pingpeng Yuan","orcid":"https://orcid.org/0000-0002-1656-5634"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingpeng Yuan","raw_affiliation_strings":["Huazhong University of Science & Technology"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science & Technology","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5103148122"],"corresponding_institution_ids":["https://openalex.org/I121820613"],"apc_list":null,"apc_paid":null,"fwci":1.6846,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.89456056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.996999979019165,"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/T10720","display_name":"Complexity and Algorithms in Graphs","score":0.9944000244140625,"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/computer-science","display_name":"Computer science","score":0.804190993309021},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.7275890707969666},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7106865048408508},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6594488620758057},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6042527556419373},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5166390538215637},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4738878607749939},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.4624180495738983},{"id":"https://openalex.org/keywords/graph-reduction","display_name":"Graph reduction","score":0.448103129863739},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34459614753723145},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2821701169013977},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.07976466417312622}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.804190993309021},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.7275890707969666},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7106865048408508},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6594488620758057},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6042527556419373},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5166390538215637},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4738878607749939},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.4624180495738983},{"id":"https://openalex.org/C97042676","wikidata":"https://www.wikidata.org/wiki/Q5597097","display_name":"Graph reduction","level":3,"score":0.448103129863739},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34459614753723145},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2821701169013977},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.07976466417312622},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C42383842","wikidata":"https://www.wikidata.org/wiki/Q193076","display_name":"Functional programming","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2807591.2807604","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2807591.2807604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.698.7185","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.698.7185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cc.gatech.edu/%7Elingliu/papers/2015/IEEE-SC2015-GraphMap.pdf","raw_type":"text"},{"id":"pmh:oai:repository.lsu.edu:eecs_pubs-3566","is_oa":false,"landing_page_url":"https://repository.lsu.edu/eecs_pubs/2564","pdf_url":null,"source":{"id":"https://openalex.org/S4210169993","display_name":"Civil War Book Review","issn_l":"1528-6592","issn":["1528-6592"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310315936","host_organization_name":"Louisiana State University","host_organization_lineage":["https://openalex.org/P4310315936"],"host_organization_lineage_names":["Louisiana State University"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life below water","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W78077100","https://openalex.org/W217817341","https://openalex.org/W1448681276","https://openalex.org/W1484151559","https://openalex.org/W1788180225","https://openalex.org/W1945708402","https://openalex.org/W1969970763","https://openalex.org/W1970705443","https://openalex.org/W1971630691","https://openalex.org/W1982056505","https://openalex.org/W1987634495","https://openalex.org/W1994727615","https://openalex.org/W2045271686","https://openalex.org/W2053076698","https://openalex.org/W2064635301","https://openalex.org/W2070232376","https://openalex.org/W2079150679","https://openalex.org/W2096544401","https://openalex.org/W2101196063","https://openalex.org/W2110814195","https://openalex.org/W2111708605","https://openalex.org/W2115022330","https://openalex.org/W2124564928","https://openalex.org/W2160459668","https://openalex.org/W2170616854","https://openalex.org/W2189465200","https://openalex.org/W2214884049","https://openalex.org/W2432978112"],"related_works":["https://openalex.org/W1556451512","https://openalex.org/W1555349535","https://openalex.org/W4234091740","https://openalex.org/W4213350282","https://openalex.org/W2230171082","https://openalex.org/W2583128298","https://openalex.org/W2022275305","https://openalex.org/W2389214306","https://openalex.org/W2369125128","https://openalex.org/W2571250724"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"systems":[3,20,169],"researchers":[4],"have":[5],"devoted":[6],"considerable":[7],"effort":[8],"to":[9,33,119],"the":[10,38,50],"study":[11],"of":[12,149],"large-scale":[13],"graph":[14,18,39,58,76,88,132,173],"processing.":[15],"Existing":[16],"distributed":[17,27,54,74,86,167],"processing":[19],"such":[21],"as":[22],"Pregel,":[23],"based":[24],"solely":[25],"on":[26,158],"memory":[28],"for":[29,56,170],"their":[30,42],"computations,":[31],"fail":[32],"provide":[34],"seamless":[35],"scalability":[36],"when":[37],"data":[40,103,141],"and":[41,52,83,123,139],"intermediate":[43],"computational":[44,154],"results":[45],"no":[46],"longer":[47],"fit":[48],"into":[49],"memory;":[51],"most":[53],"approaches":[55],"iterative":[57,75,87,109,172],"computations":[59,89,110],"do":[60],"not":[61],"consider":[62],"utilizing":[63,92],"secondary":[64,93],"storage":[65],"a":[66,73,130,146],"viable":[67],"solution.":[68],"This":[69],"paper":[70],"presents":[71],"GraphMap,":[72],"computation":[77],"framework":[78],"that":[79,105,113,135,152,163],"maximizes":[80],"access":[81,122],"locality":[82],"speeds":[84],"up":[85],"by":[90],"effectively":[91],"storage.":[94],"GraphMap":[95,164],"has":[96],"three":[97],"salient":[98],"features:":[99],"(1)":[100],"It":[101,128,144],"distinguishes":[102],"states":[104],"are":[106,114],"mutable":[107],"during":[108],"from":[111],"those":[112],"read-only":[115],"in":[116],"all":[117],"iterations":[118],"maximize":[120],"sequential":[121],"minimize":[124],"random":[125],"access.":[126],"(2)":[127],"entails":[129],"two-level":[131],"partitioning":[133],"algorithm":[134],"enables":[136],"balanced":[137],"workloads":[138],"locality-optimized":[140],"placement.":[142],"(3)":[143],"contains":[145],"proposed":[147],"suite":[148],"locality-based":[150],"optimizations":[151],"improve":[153],"efficiency.":[155],"Extensive":[156],"experiments":[157],"several":[159],"real-world":[160],"graphs":[161],"show":[162],"outperforms":[165],"existing":[166],"memory-based":[168],"various":[171],"algorithms.":[174]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}