{"id":"https://openalex.org/W2996401364","doi":"https://doi.org/10.1145/3434391","title":"Scalable Pattern Matching in Metadata Graphs via Constraint Checking","display_name":"Scalable Pattern Matching in Metadata Graphs via Constraint Checking","publication_year":2021,"publication_date":"2021-01-04","ids":{"openalex":"https://openalex.org/W2996401364","doi":"https://doi.org/10.1145/3434391","mag":"2996401364"},"language":"en","primary_location":{"id":"doi:10.1145/3434391","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3434391","pdf_url":null,"source":{"id":"https://openalex.org/S2483380313","display_name":"ACM Transactions on Parallel Computing","issn_l":"2329-4949","issn":["2329-4949","2329-4957"],"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 Parallel Computing","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1912.08453","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043238877","display_name":"Tahsin Reza","orcid":"https://orcid.org/0000-0003-2490-3944"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Tahsin Reza","raw_affiliation_strings":["University of British Columbia, Vancouver, BC Canada","University of British Columbia, Vancouver, BC,  Canada;"],"affiliations":[{"raw_affiliation_string":"University of British Columbia, Vancouver, BC Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"University of British Columbia, Vancouver, BC,  Canada;","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011613970","display_name":"Hassan H. Halawa","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hassan Halawa","raw_affiliation_strings":["University of British Columbia, Vancouver, BC Canada","University of British Columbia, Vancouver, BC,  Canada;"],"affiliations":[{"raw_affiliation_string":"University of British Columbia, Vancouver, BC Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"University of British Columbia, Vancouver, BC,  Canada;","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088755273","display_name":"Matei Ripeanu","orcid":"https://orcid.org/0000-0001-9839-3866"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Matei Ripeanu","raw_affiliation_strings":["University of British Columbia, Vancouver, BC Canada","University of British Columbia, Vancouver, BC,  Canada;"],"affiliations":[{"raw_affiliation_string":"University of British Columbia, Vancouver, BC Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"University of British Columbia, Vancouver, BC,  Canada;","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089134354","display_name":"Geoffrey Sanders","orcid":"https://orcid.org/0000-0001-9145-1226"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Geoffrey Sanders","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA USA","Lawrence Livermore National Laboratory, Livermore CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA USA","institution_ids":["https://openalex.org/I1282311441"]},{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046256174","display_name":"Roger Pearce","orcid":"https://orcid.org/0009-0000-6449-6568"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roger A. Pearce","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA USA","Lawrence Livermore National Laboratory, Livermore CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA USA","institution_ids":["https://openalex.org/I1282311441"]},{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043238877"],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.00314414,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"8","issue":"1","first_page":"1","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":1.0,"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":1.0,"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/T11106","display_name":"Data Management and Algorithms","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9972000122070312,"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":0.743774950504303},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5728758573532104},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5274767279624939},{"id":"https://openalex.org/keywords/vertex","display_name":"Vertex (graph theory)","score":0.43322330713272095},{"id":"https://openalex.org/keywords/iterated-function","display_name":"Iterated function","score":0.4200177788734436},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4113713502883911},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.165765643119812},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16234076023101807}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.743774950504303},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5728758573532104},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5274767279624939},{"id":"https://openalex.org/C80899671","wikidata":"https://www.wikidata.org/wiki/Q1304193","display_name":"Vertex (graph theory)","level":3,"score":0.43322330713272095},{"id":"https://openalex.org/C140479938","wikidata":"https://www.wikidata.org/wiki/Q5254619","display_name":"Iterated function","level":2,"score":0.4200177788734436},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4113713502883911},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.165765643119812},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16234076023101807},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3434391","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3434391","pdf_url":null,"source":{"id":"https://openalex.org/S2483380313","display_name":"ACM Transactions on Parallel Computing","issn_l":"2329-4949","issn":["2329-4949","2329-4957"],"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 Parallel Computing","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1912.08453","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.08453","pdf_url":"https://arxiv.org/pdf/1912.08453","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:osti.gov:1769153","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1769153","pdf_url":"https://www.osti.gov/servlets/purl/1769153","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"mag:2996401364","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/1912.08453","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1912.08453","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1912.08453","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1912.08453","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.08453","pdf_url":"https://arxiv.org/pdf/1912.08453","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3355367070","display_name":null,"funder_award_id":"DEAC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G8157651756","display_name":null,"funder_award_id":"DEAC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8374966015","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G991281326","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320338286","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W78077100","https://openalex.org/W144764141","https://openalex.org/W1154231003","https://openalex.org/W1448681276","https://openalex.org/W1482680420","https://openalex.org/W1783256592","https://openalex.org/W1938523063","https://openalex.org/W1975844474","https://openalex.org/W1978555214","https://openalex.org/W1990600049","https://openalex.org/W1994727615","https://openalex.org/W1996229963","https://openalex.org/W2015526606","https://openalex.org/W2016057533","https://openalex.org/W2027420911","https://openalex.org/W2035173902","https://openalex.org/W2042639302","https://openalex.org/W2048653843","https://openalex.org/W2056524360","https://openalex.org/W2057685268","https://openalex.org/W2061990781","https://openalex.org/W2068612205","https://openalex.org/W2070491228","https://openalex.org/W2081385143","https://openalex.org/W2082773934","https://openalex.org/W2083235381","https://openalex.org/W2085494605","https://openalex.org/W2097805736","https://openalex.org/W2098817244","https://openalex.org/W2101196063","https://openalex.org/W2102039892","https://openalex.org/W2109294083","https://openalex.org/W2110814195","https://openalex.org/W2110942501","https://openalex.org/W2112558645","https://openalex.org/W2118212234","https://openalex.org/W2118893477","https://openalex.org/W2120593471","https://openalex.org/W2122255072","https://openalex.org/W2122910323","https://openalex.org/W2123916114","https://openalex.org/W2123966888","https://openalex.org/W2126359798","https://openalex.org/W2128853364","https://openalex.org/W2130904350","https://openalex.org/W2135764373","https://openalex.org/W2140840007","https://openalex.org/W2142965177","https://openalex.org/W2147094350","https://openalex.org/W2147405597","https://openalex.org/W2148268260","https://openalex.org/W2157207306","https://openalex.org/W2167429959","https://openalex.org/W2170616854","https://openalex.org/W2235780046","https://openalex.org/W2286580204","https://openalex.org/W2294347342","https://openalex.org/W2395692636","https://openalex.org/W2408286483","https://openalex.org/W2412465557","https://openalex.org/W2432978112","https://openalex.org/W2491983741","https://openalex.org/W2505011268","https://openalex.org/W2563324989","https://openalex.org/W2604668004","https://openalex.org/W2621740759","https://openalex.org/W2757008478","https://openalex.org/W2758273103","https://openalex.org/W2765581018","https://openalex.org/W2786841533","https://openalex.org/W2798875768","https://openalex.org/W2903351422","https://openalex.org/W2903551170","https://openalex.org/W2948371732","https://openalex.org/W2962756421","https://openalex.org/W2964293433","https://openalex.org/W3031338162","https://openalex.org/W3034273979","https://openalex.org/W3101082440","https://openalex.org/W3119321466","https://openalex.org/W4244572977","https://openalex.org/W4246025410"],"related_works":["https://openalex.org/W3119321466","https://openalex.org/W2903475009","https://openalex.org/W2462279838","https://openalex.org/W2374597300","https://openalex.org/W1874847588","https://openalex.org/W2914177062","https://openalex.org/W598319177","https://openalex.org/W1917180190","https://openalex.org/W2793949464","https://openalex.org/W3008238724","https://openalex.org/W44243131","https://openalex.org/W2577583348","https://openalex.org/W1709565248","https://openalex.org/W1970125297","https://openalex.org/W3157244735","https://openalex.org/W2294515932","https://openalex.org/W2793895633","https://openalex.org/W1571220979","https://openalex.org/W1957118585","https://openalex.org/W3035224408"],"abstract_inverted_index":{"Pattern":[0],"matching":[1,82,236,387],"is":[2,90,165,395],"a":[3,28,98,103,162,208,273,355,470,492,539],"fundamental":[4],"tool":[5],"for":[6,50,211,340],"answering":[7],"complex":[8],"graph":[9,52,160,226,291],"queries.":[10],"Unfortunately,":[11],"existing":[12,45,223],"solutions":[13],"have":[14],"limited":[15],"capabilities:":[16],"They":[17],"do":[18,150],"not":[19,48,151],"scale":[20,306],"to":[21,72,101,124,142,161,221,309,316,419,468,505,519],"process":[22],"large":[23],"graphs":[24],"and/or":[25],"support":[26,421],"only":[27],"restricted":[29],"set":[30,104,173,274],"of":[31,43,64,105,168,174,275,286,332,414,465,474,494],"search":[32,111,424,433,436],"templates":[33],"or":[34,203,490],"usage":[35,373],"scenarios.":[36,279],"Moreover,":[37],"the":[38,41,44,110,128,145,158,166,338,351,383,407,412,415,463,503,507,545],"algorithms":[39,66,214],"at":[40,182,324],"core":[42],"techniques":[46],"are":[47,67,121],"suitable":[49],"today\u2019s":[51],"processing":[53,227,292],"infrastructures":[54],"relying":[55],"on":[56,83,191,284,304,389],"horizontal":[57],"scalability":[58],"and":[59,70,94,119,138,147,177,216,253,260,270,294,300,313,323,376,398,434,454,484,502,510,513,522,529],"shared-nothing":[60],"clusters,":[61],"as":[62,197],"most":[63],"these":[65,136],"inherently":[68],"sequential":[69],"difficult":[71],"parallelize.":[73],"We":[74,280,410,439,461,488,525,537],"present":[75,526,538],"an":[76,288,396],"algorithmic":[77],"pipeline":[78,132],"that":[79,91,149,164,179,262,381,385,426,533,543],"bases":[80],"pattern":[81,235,386],"constraint":[84,212,393,416],"checking":[85,213,394,417],".":[86,437],"The":[87,131,403],"key":[88],"intuition":[89],"each":[92],"vertex":[93],"edge":[95],"participating":[96],"in":[97,153,181,237,264,337,401,429],"match":[99,199,201,485],"has":[100],"meet":[102],"constraints":[106,114,137],"implicitly":[107],"specified":[108],"by":[109],"template.":[112,130],"These":[113],"can":[115,188],"be":[116,189],"verified":[117],"independently":[118],"typically":[120],"less":[122],"expensive":[123],"compute":[125],"than":[126,335],"searching":[127],"full":[129,198],"we":[133,548],"propose":[134],"generates":[135],"iterates":[139],"over":[140],"them":[141],"eliminate":[143],"all":[144,169,175,258],"vertices":[146,176,259],"edges":[148,178,261],"participate":[152,180,263],"any":[154],"match,":[155],"thus":[156,266],"reducing":[157],"background":[159],"subgraph":[163],"union":[167],"template":[170],"matches\u2014the":[171],"complete":[172],"least":[183],"one":[184],"match.":[185],"Additional":[186],"analysis":[187,528],"performed":[190],"this":[192,217],"annotated,":[193],"reduced":[194],"graph,":[195],"such":[196],"enumeration,":[200],"counting,":[202],"computing":[204],"vertex/edge":[205],"centrality.":[206],"Furthermore,":[207],"vertex-centric":[209,225],"formulation":[210],"exists,":[215],"makes":[218],"it":[219,349,368],"possible":[220],"harness":[222],"high-performance,":[224],"frameworks.":[228],"This":[229,343],"technique":[230],"(i)":[231,409],"enables":[232,249],"highly":[233],"scalable":[234,399],"metadata":[238],"(labeled)":[239],"graphs;":[240],"(ii)":[241,438],"supports":[242,272],"arbitrary":[243],"patterns":[244],"with":[245,378,444,476,517],"100%":[246,268],"precision;":[247],"(iii)":[248,460],"tradeoffs":[250],"between":[251],"precision":[252],"time-to-solution,":[254],"while":[255],"always":[256],"selects":[257],"matches,":[265],"offering":[267],"recall;":[269],"(iv)":[271,487],"popular":[276],"data":[277],"analytics":[278],"implement":[281],"our":[282,442,466],"approach":[283,400,418],"top":[285],"HavoqGT,":[287],"open-source":[289],"asynchronous":[290],"framework,":[293],"demonstrate":[295,411,514],"its":[296],"advantages":[297,516],"through":[298],"strong":[299],"weak":[301],"scaling":[302],"experiments":[303],"massive":[305],"real-world":[307],"(up":[308,315],"257":[310],"billion":[311],"edges)":[312,319],"synthetic":[314],"4.4":[317],"trillion":[318],"labeled":[320],"graphs,":[321],"respectively,":[322],"scales":[325],"(1,024":[326],"nodes":[327],"/":[328],"36,864":[329],"cores),":[330],"orders":[331],"magnitude":[333],"larger":[334],"used":[336],"past":[339],"similar":[341],"problems.":[342],"article":[344],"serves":[345],"two":[346,422,445],"purposes:":[347],"First,":[348],"synthesises":[350],"knowledge":[352],"accumulated":[353],"during":[354],"long-term":[356],"project":[357],"[Reza":[358],"et":[359,364,451,457],"al.":[360,365,452,458],"2017,":[361],"2018;":[362],"Tripoul":[363],"2018].":[366],"Second,":[367],"presents":[369],"new":[370,404],"system":[371,495],"features,":[372],"scenarios,":[374],"optimizations,":[375],"comparisons":[377],"related":[379],"work":[380,498],"strengthen":[382],"confidence":[384],"based":[388],"iterative":[390],"pruning":[391],"via":[392],"effective":[397],"practice.":[402],"contributions":[405],"include":[406],"following:":[408],"ability":[413,464,504],"efficiently":[420],"additional":[423,446],"scenarios":[425],"often":[427],"emerge":[428],"practice,":[430],"interactive":[431],"incremental":[432],"exploratory":[435],"empirically":[440],"compare":[441],"solution":[443,467],"state-of-the-art":[447],"systems,":[448],"Arabsque":[449],"[Teixeira":[450],"2015]":[453],"TriAD":[455],"[Gurajada":[456],"2014].":[459],"show":[462],"accommodate":[469],"more":[471],"diverse":[472],"range":[473],"datasets":[475],"varying":[477],"properties,":[478],"e.g.,":[479],"scale,":[480],"skewness,":[481],"label":[482],"distribution,":[483],"frequency.":[486],"introduce":[489],"extend":[491],"number":[493],"features":[496],"(e.g.,":[497],"aggregation,":[499],"load":[500],"balancing,":[501],"cap":[506],"generated":[508],"traffic)":[509],"design":[511],"optimizations":[512],"their":[515],"respect":[518],"improving":[520],"performance":[521,546],"scalability.":[523],"(v)":[524],"bottleneck":[527],"insights":[530],"into":[531],"artifacts":[532],"influence":[534],"performance.":[535],"(vi)":[536],"theoretical":[540],"complexity":[541],"argument":[542],"motivates":[544],"gains":[547],"observe.":[549]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-10-10T00:00:00"}
