{"id":"https://openalex.org/W2585196727","doi":"https://doi.org/10.1109/bigdata.2016.7840589","title":"Datalography: Scaling datalog graph analytics on graph processing systems","display_name":"Datalography: Scaling datalog graph analytics on graph processing systems","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2585196727","doi":"https://doi.org/10.1109/bigdata.2016.7840589","mag":"2585196727"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2016.7840589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840589","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","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/A5056417211","display_name":"Walaa Eldin Moustafa","orcid":null},"institutions":[{"id":"https://openalex.org/I1316064682","display_name":"LinkedIn (United States)","ror":"https://ror.org/02fyxhe35","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I1316064682"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Walaa Eldin Moustafa","raw_affiliation_strings":["Linkedln Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Linkedln Corporation","institution_ids":["https://openalex.org/I1316064682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040826801","display_name":"Vicky Papavasileiou","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vicky Papavasileiou","raw_affiliation_strings":["University of California, San Diego"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113606577","display_name":"Ken Yocum","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ken Yocum","raw_affiliation_strings":["University of California, San Diego"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038619283","display_name":"Alin Deutsch","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alin Deutsch","raw_affiliation_strings":["University of California, San Diego"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8592,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.90756648,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"56","last_page":"65"},"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":0.9970999956130981,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8678476810455322},{"id":"https://openalex.org/keywords/datalog","display_name":"Datalog","score":0.8356935381889343},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.796235203742981},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6037347316741943},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5694486498832703},{"id":"https://openalex.org/keywords/bespoke","display_name":"Bespoke","score":0.5607744455337524},{"id":"https://openalex.org/keywords/wait-for-graph","display_name":"Wait-for graph","score":0.5448616743087769},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5006327629089355},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4700768291950226},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4508105516433716},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.4454282522201538},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.42950767278671265},{"id":"https://openalex.org/keywords/execution-model","display_name":"Execution model","score":0.41919487714767456},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.416521281003952},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33700108528137207},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2705032229423523}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8678476810455322},{"id":"https://openalex.org/C148230440","wikidata":"https://www.wikidata.org/wiki/Q1172264","display_name":"Datalog","level":2,"score":0.8356935381889343},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.796235203742981},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6037347316741943},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5694486498832703},{"id":"https://openalex.org/C44210515","wikidata":"https://www.wikidata.org/wiki/Q16968978","display_name":"Bespoke","level":2,"score":0.5607744455337524},{"id":"https://openalex.org/C106891557","wikidata":"https://www.wikidata.org/wiki/Q4148051","display_name":"Wait-for graph","level":4,"score":0.5448616743087769},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5006327629089355},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4700768291950226},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4508105516433716},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4454282522201538},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.42950767278671265},{"id":"https://openalex.org/C2776834041","wikidata":"https://www.wikidata.org/wiki/Q25346349","display_name":"Execution model","level":2,"score":0.41919487714767456},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.416521281003952},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33700108528137207},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2705032229423523},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2016.7840589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840589","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W193566757","https://openalex.org/W1448681276","https://openalex.org/W1511011071","https://openalex.org/W1524668325","https://openalex.org/W1761301028","https://openalex.org/W1791611415","https://openalex.org/W1969970763","https://openalex.org/W1996914903","https://openalex.org/W2008865455","https://openalex.org/W2016531106","https://openalex.org/W2023195086","https://openalex.org/W2056116767","https://openalex.org/W2073074467","https://openalex.org/W2096544401","https://openalex.org/W2098168532","https://openalex.org/W2131314981","https://openalex.org/W2131975293","https://openalex.org/W2132063146","https://openalex.org/W2170616854","https://openalex.org/W2173213060","https://openalex.org/W2183624377","https://openalex.org/W2215524946","https://openalex.org/W2263157912","https://openalex.org/W2433992225","https://openalex.org/W2962740062","https://openalex.org/W3099554089","https://openalex.org/W6607884761","https://openalex.org/W6628546715","https://openalex.org/W6637898976","https://openalex.org/W6638227917","https://openalex.org/W6652657439","https://openalex.org/W6664740515","https://openalex.org/W6679815717","https://openalex.org/W6686307884"],"related_works":["https://openalex.org/W2294787171","https://openalex.org/W2786902633","https://openalex.org/W3033305489","https://openalex.org/W2795092208","https://openalex.org/W2950176494","https://openalex.org/W2502255990","https://openalex.org/W2003603054","https://openalex.org/W2101874743","https://openalex.org/W978295669","https://openalex.org/W3043138253"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,45,58,61],"first":[4],"Datalog":[5,22,90,104,122],"evaluation":[6,26,72,112,120,132],"engine":[7],"for":[8,34,117],"executing":[9],"graph":[10,14,41,94,125,147],"analytics":[11,174],"over":[12],"BSP-style":[13,93],"processing":[15,78,95,126,148],"engines.":[16,127],"Building":[17],"on":[18,92,124,149,156],"recent":[19],"advances":[20],"in":[21],"that":[23,134,165],"support":[24],"efficient":[25,118],"of":[27,47,60,121,137,158],"aggregates":[28],"functions,":[29],"it":[30],"is":[31],"now":[32],"easy":[33],"data":[35,52],"scientists":[36,53],"to":[37,57,80,87,145,177],"author":[38],"many":[39],"important":[40],"algorithms":[42,113,155],"succinctly.":[43],"Without":[44],"burden":[46],"low-level":[48],"parallelization":[49],"and":[50,110,114,142,161],"optimization,":[51],"can":[54],"avoid":[55],"programming":[56],"quirks":[59],"latest":[62],"high-performance":[63],"distributed":[64,119],"computing":[65],"framework.":[66],"Where":[67],"prior":[68],"approaches":[69],"build":[70],"bespoke":[71],"engines":[73,79,96],"or":[74],"modify":[75],"generalized":[76],"dataflow":[77],"achieve":[81],"performance,":[82],"this":[83],"work":[84],"shows":[85],"how":[86],"efficiently":[88],"evaluate":[89],"directly":[91],"such":[97,106],"as":[98,107],"Giraph.":[99],"Datalography":[100,166],"incorporates":[101],"both":[102],"traditional":[103],"optimizations,":[105],"semi-naive":[108],"evaluation,":[109],"new":[111],"optimization":[115],"techniques":[116,133],"queries":[123],"In":[128],"particular":[129],"we":[130],"develop":[131],"take":[135],"advantage":[136],"super":[138],"vertices,":[139],"eager":[140],"aggregation,":[141],"asynchronous":[143],"execution":[144],"optimize":[146],"Pregel-like":[150],"systems.":[151],"We":[152],"implement":[153],"our":[154,162],"top":[157],"Apache":[159],"Giraph":[160],"results":[163],"indicate":[164],"competes":[167],"with":[168,172],"native,":[169],"tuned":[170],"implementations,":[171],"some":[173],"running":[175],"up":[176],"9":[178],"times":[179],"faster.":[180]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
