{"id":"https://openalex.org/W2895492593","doi":"https://doi.org/10.1145/3237191","title":"Enumerating Trillion Subgraphs On Distributed Systems","display_name":"Enumerating Trillion Subgraphs On Distributed Systems","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2895492593","doi":"https://doi.org/10.1145/3237191","mag":"2895492593"},"language":"en","primary_location":{"id":"doi:10.1145/3237191","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3237191","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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 Transactions on Knowledge Discovery from Data","raw_type":"journal-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/A5075939069","display_name":"Ha-Myung Park","orcid":"https://orcid.org/0000-0002-6421-8880"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":true,"raw_author_name":"Ha-Myung Park","raw_affiliation_strings":["KAIST"],"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074744028","display_name":"Francesco Silvestri","orcid":"https://orcid.org/0000-0002-9077-9921"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Silvestri","raw_affiliation_strings":["University of Padova"],"affiliations":[{"raw_affiliation_string":"University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014293815","display_name":"Rasmus Pagh","orcid":"https://orcid.org/0000-0002-1516-9306"},"institutions":[{"id":"https://openalex.org/I83467386","display_name":"IT University of Copenhagen","ror":"https://ror.org/02309jg23","country_code":"DK","type":"education","lineage":["https://openalex.org/I83467386"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Rasmus Pagh","raw_affiliation_strings":["IT University of Copenhagen"],"affiliations":[{"raw_affiliation_string":"IT University of Copenhagen","institution_ids":["https://openalex.org/I83467386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101705069","display_name":"Chin\u2010Wan Chung","orcid":"https://orcid.org/0000-0001-6892-1226"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN","KR"],"is_corresponding":false,"raw_author_name":"Chin-Wan Chung","raw_affiliation_strings":["Chongqing University of Technology and KAIST"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Technology and KAIST","institution_ids":["https://openalex.org/I50632499","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001914535","display_name":"Sung-Hyon Myaeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Sung-Hyon Myaeng","raw_affiliation_strings":["KAIST"],"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074561505","display_name":"U Kang","orcid":"https://orcid.org/0000-0002-8774-6950"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"U Kang","raw_affiliation_strings":["Seoul National University"],"affiliations":[{"raw_affiliation_string":"Seoul National University","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5075939069"],"corresponding_institution_ids":["https://openalex.org/I157485424","https://openalex.org/I4210099236"],"apc_list":null,"apc_paid":null,"fwci":1.2535,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.85086021,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"12","issue":"6","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9997000098228455,"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":0.9997000098228455,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9988999962806702,"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":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/enumeration","display_name":"Enumeration","score":0.8899009227752686},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7210232615470886},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6270686984062195},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4725601077079773},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.46895426511764526},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3343185782432556},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.284824013710022},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1858203411102295},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09242936968803406}],"concepts":[{"id":"https://openalex.org/C156340839","wikidata":"https://www.wikidata.org/wiki/Q2704791","display_name":"Enumeration","level":2,"score":0.8899009227752686},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7210232615470886},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6270686984062195},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4725601077079773},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.46895426511764526},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3343185782432556},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.284824013710022},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1858203411102295},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09242936968803406}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3237191","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3237191","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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 Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},{"id":"pmh:oai:www.research.unipd.it:11577/3289765","is_oa":false,"landing_page_url":"http://hdl.handle.net/11577/3289765","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5204774400","display_name":null,"funder_award_id":"cstc2017jcyjAX0089","funder_id":"https://openalex.org/F4320327865","funder_display_name":"Chongqing Research Program of Basic Research and Frontier Technology"}],"funders":[{"id":"https://openalex.org/F4320327865","display_name":"Chongqing Research Program of Basic Research and Frontier Technology","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W78077100","https://openalex.org/W227419255","https://openalex.org/W1544007753","https://openalex.org/W1553420678","https://openalex.org/W1794174336","https://openalex.org/W1966308040","https://openalex.org/W1967022297","https://openalex.org/W1970267553","https://openalex.org/W1974121232","https://openalex.org/W1978066268","https://openalex.org/W1985623009","https://openalex.org/W1986745018","https://openalex.org/W2002203222","https://openalex.org/W2006176740","https://openalex.org/W2010347674","https://openalex.org/W2011267080","https://openalex.org/W2016311778","https://openalex.org/W2019724001","https://openalex.org/W2019724234","https://openalex.org/W2038920443","https://openalex.org/W2042639302","https://openalex.org/W2090885171","https://openalex.org/W2092277251","https://openalex.org/W2094631006","https://openalex.org/W2095223744","https://openalex.org/W2103392911","https://openalex.org/W2110814195","https://openalex.org/W2114589588","https://openalex.org/W2117071406","https://openalex.org/W2118212234","https://openalex.org/W2122465391","https://openalex.org/W2129898896","https://openalex.org/W2147405597","https://openalex.org/W2158138755","https://openalex.org/W2167927436","https://openalex.org/W2203972201","https://openalex.org/W2295981143","https://openalex.org/W2314964555","https://openalex.org/W2366253925","https://openalex.org/W2423807589","https://openalex.org/W2440837865","https://openalex.org/W2520495422","https://openalex.org/W2538515886","https://openalex.org/W2543598748","https://openalex.org/W2584312932","https://openalex.org/W2585469311","https://openalex.org/W2588458088","https://openalex.org/W2805722670","https://openalex.org/W3098475836","https://openalex.org/W3137504194"],"related_works":["https://openalex.org/W108845024","https://openalex.org/W2406961474","https://openalex.org/W4300125793","https://openalex.org/W2578985712","https://openalex.org/W2952598754","https://openalex.org/W3042106073","https://openalex.org/W2143566611","https://openalex.org/W4251460363","https://openalex.org/W588267724","https://openalex.org/W2057205169"],"abstract_inverted_index":{"How":[0],"can":[1],"we":[2,139],"find":[3,21],"patterns":[4,22],"from":[5,23,124,275],"an":[6,27,222],"enormous":[7,167],"graph":[8,31,188,255],"with":[9,34,256,272],"billions":[10],"of":[11,46,54,66,101,174,182,195,215,288],"vertices":[12,259,274],"and":[13,56,90,200,243,260],"edges?":[14],"The":[15],"subgraph":[16,68,292],"enumeration,":[17,62,69],"which":[18],"is":[19,26,73],"to":[20,106,116],"a":[24,63,74,131,159,185,212,276],"graph,":[25],"important":[28],"task":[29],"for":[30,143,163,217],"data":[32,128],"analysis":[33],"many":[35,77],"applications,":[36],"including":[37],"analyzing":[38],"the":[39,44,52,60,67,71,102,125,171,175,193,253,286,289],"social":[40,85],"network":[41,201],"evolution,":[42],"measuring":[43],"significance":[45],"motifs":[47],"in":[48,84,130,166,184,245],"biological":[49],"networks,":[50,86],"observing":[51],"dynamics":[53],"Internet,":[55],"so":[57,97],"on.":[58],"Especially,":[59],"triangle":[61],"special":[64],"case":[65],"where":[70],"pattern":[72],"triangle,":[75],"has":[76],"applications":[78],"such":[79,118],"as":[80],"identifying":[81],"suspicious":[82],"users":[83],"detecting":[87],"web":[88],"spams,":[89],"finding":[91],"communities.":[92],"However,":[93],"recent":[94,237],"networks":[95],"are":[96],"large":[98,119],"that":[99,220,229],"most":[100],"previous":[103,176],"algorithms":[104,112,239],"fail":[105],"process":[107],"them.":[108],"Recently,":[109],"several":[110],"MapReduce":[111,177],"have":[113],"been":[114],"proposed":[115],"address":[117],"networks;":[120],"however,":[121],"they":[122],"suffer":[123],"massive":[126],"shuffled":[127,196],"resulting":[129],"very":[132],"long":[133],"processing":[134],"time.":[135],"In":[136],"this":[137],"article,":[138],"propose":[140,152,205],"scalable":[141],"methods":[142],"enumerating":[144,164,218,246],"trillion":[145,250,269],"subgraphs":[146,219,271],"on":[147,240,252],"distributed":[148,161,238,291],"systems.":[149],"We":[150,203],"first":[151],"PTE":[153,179,216,230],"(":[154,207],"Pre-partitioned":[155,208],"Triangle":[156],"Enumeration":[157,210],"),":[158,211],"new":[160],"algorithm":[162],"triangles":[165,183,251],"graphs":[168],"by":[169,189],"resolving":[170],"structural":[172],"inefficiency":[173],"algorithms.":[178],"enumerates":[180,267],"trillions":[181],"billion":[186,258,262],"scale":[187],"decreasing":[190],"three":[191],"factors:":[192],"amount":[194],"data,":[197],"total":[198],"work,":[199],"read.":[202],"also":[204],"PSE":[206,265],"Subgraph":[209],"generalized":[213],"version":[214],"match":[221],"arbitrary":[223],"query":[224],"graph.":[225],"Experimental":[226],"results":[227],"show":[228],"provides":[231],"79":[232],"times":[233,282],"faster":[234,283],"performance":[235,284],"than":[236,248,285],"real-world":[241],"graphs,":[242],"succeeds":[244],"more":[247],"3":[249],"ClueWeb12":[254],"6.3":[257],"72":[261],"edges.":[263],"Furthermore,":[264],"successfully":[266],"265":[268],"clique":[270],"4":[273],"subdomain":[277],"hyperlink":[278],"network,":[279],"showing":[280],"47":[281],"state":[287],"art":[290],"enumeration":[293],"algorithm.":[294]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
