{"id":"https://openalex.org/W2434302234","doi":"https://doi.org/10.1145/2882903.2912566","title":"Big Graph Analytics Systems","display_name":"Big Graph Analytics Systems","publication_year":2016,"publication_date":"2016-06-16","ids":{"openalex":"https://openalex.org/W2434302234","doi":"https://doi.org/10.1145/2882903.2912566","mag":"2434302234"},"language":"en","primary_location":{"id":"doi:10.1145/2882903.2912566","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2912566","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2912566&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 International Conference on Management of Data","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dl.acm.org/ft_gateway.cfm?id=2912566&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070582509","display_name":"Da Yan","orcid":"https://orcid.org/0000-0002-4653-0408"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Da Yan","raw_affiliation_strings":["The Chinese University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102099238","display_name":"Yingyi Bu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yingyi Bu","raw_affiliation_strings":["Couchbase, Inc., San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Couchbase, Inc., San Francisco, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090562336","display_name":"Yuanyuan Tian","orcid":"https://orcid.org/0000-0002-6835-8434"},"institutions":[{"id":"https://openalex.org/I4210085935","display_name":"IBM Research - Almaden","ror":"https://ror.org/005w8dd04","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210085935","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuanyuan Tian","raw_affiliation_strings":["IBM Almaden Research Center, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"IBM Almaden Research Center, San Jose, CA, USA","institution_ids":["https://openalex.org/I4210085935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113637223","display_name":"Amol Deshpande","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amol Deshpande","raw_affiliation_strings":["University of Maryland, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, MD, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016082884","display_name":"James Cheng","orcid":"https://orcid.org/0000-0001-6313-6288"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"James Cheng","raw_affiliation_strings":["The Chinese University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5070582509"],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":null,"apc_paid":null,"fwci":3.0061,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.9435783,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2241","last_page":"2243"},"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":0.9937000274658203,"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":0.9890999794006348,"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":0.8206638097763062},{"id":"https://openalex.org/keywords/graph-algorithms","display_name":"Graph algorithms","score":0.6081955432891846},{"id":"https://openalex.org/keywords/programmer","display_name":"Programmer","score":0.5735340118408203},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5414154529571533},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5284421443939209},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5237153172492981},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5181609392166138},{"id":"https://openalex.org/keywords/wait-for-graph","display_name":"Wait-for graph","score":0.505082905292511},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.4934924840927124},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4684130549430847},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.42235085368156433},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3831951320171356},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.37702178955078125},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.24902114272117615},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.13332319259643555}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8206638097763062},{"id":"https://openalex.org/C2986651925","wikidata":"https://www.wikidata.org/wiki/Q1514868","display_name":"Graph algorithms","level":3,"score":0.6081955432891846},{"id":"https://openalex.org/C2778514511","wikidata":"https://www.wikidata.org/wiki/Q1374194","display_name":"Programmer","level":2,"score":0.5735340118408203},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5414154529571533},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5284421443939209},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5237153172492981},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5181609392166138},{"id":"https://openalex.org/C106891557","wikidata":"https://www.wikidata.org/wiki/Q4148051","display_name":"Wait-for graph","level":4,"score":0.505082905292511},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.4934924840927124},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4684130549430847},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.42235085368156433},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3831951320171356},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37702178955078125},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.24902114272117615},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13332319259643555}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2882903.2912566","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2912566","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2912566&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 International Conference on Management of Data","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/2882903.2912566","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2912566","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2912566&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 International Conference on Management of Data","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2225414323","display_name":null,"funder_award_id":"IBM Collaborative Research Award","funder_id":"https://openalex.org/F4320307762","funder_display_name":"International Business Machines Corporation"},{"id":"https://openalex.org/G5995620490","display_name":null,"funder_award_id":"IIS-1319432","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6448621752","display_name":null,"funder_award_id":"Hong Kong General Research Fund (GRF) 2150851","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320307762","display_name":"International Business Machines Corporation","ror":"https://ror.org/05hh8d621"},{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2434302234.pdf","grobid_xml":"https://content.openalex.org/works/W2434302234.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W217817341","https://openalex.org/W1503954191","https://openalex.org/W1975283025","https://openalex.org/W2034102265","https://openalex.org/W2056116767","https://openalex.org/W2097805736","https://openalex.org/W2104329103","https://openalex.org/W2119202318","https://openalex.org/W2130747448","https://openalex.org/W2167927436","https://openalex.org/W2259576664","https://openalex.org/W2265090272"],"related_works":["https://openalex.org/W2786902633","https://openalex.org/W3033305489","https://openalex.org/W2795092208","https://openalex.org/W2502255990","https://openalex.org/W2003603054","https://openalex.org/W2101874743","https://openalex.org/W2950176494","https://openalex.org/W2467744109","https://openalex.org/W2059198010","https://openalex.org/W2903698620"],"abstract_inverted_index":{"In":[0],"recent":[1],"years":[2],"we":[3],"have":[4,22],"witnessed":[5],"a":[6,28,56,61],"surging":[7],"interest":[8],"in":[9,83],"developing":[10,64],"Big":[11,19,35,113],"Graph":[12,20,36,114],"processing":[13],"systems.":[14],"To":[15],"date,":[16],"tens":[17],"of":[18,33],"systems":[21,71],"been":[23],"proposed.":[24],"This":[25],"tutorial":[26,85],"provides":[27],"timely":[29],"and":[30,38,42,77,89,103],"comprehensive":[31],"review":[32],"existing":[34,51],"systems,":[37,53],"summarizes":[39],"their":[40],"pros":[41],"cons":[43],"from":[44,49],"various":[45],"perspectives.":[46],"We":[47,68,106],"start":[48],"the":[50],"vertex-centric":[52],"which":[54,55],"programmer":[57],"thinks":[58],"intuitively":[59],"like":[60],"vertex":[62],"when":[63],"parallel":[65],"graph":[66,101],"algorithms.":[67],"then":[69],"introduce":[70],"that":[72],"adopt":[73],"other":[74],"computation":[75,92],"paradigms":[76],"execution":[78],"settings.":[79],"The":[80],"topics":[81],"covered":[82],"this":[84],"include":[86],"programming":[87],"models":[88],"algorithm":[90],"design,":[91],"models,":[93],"communication":[94],"mechanisms,":[95],"out-of-core":[96],"support,":[97,102],"fault":[98],"tolerance,":[99],"dynamic":[100],"so":[104],"on.":[105],"also":[107],"highlight":[108],"future":[109],"research":[110],"opportunities":[111],"on":[112],"analytics.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
