{"id":"https://openalex.org/W2429503397","doi":"https://doi.org/10.1145/2882903.2915238","title":"Graph Analytics Through Fine-Grained Parallelism","display_name":"Graph Analytics Through Fine-Grained Parallelism","publication_year":2016,"publication_date":"2016-06-14","ids":{"openalex":"https://openalex.org/W2429503397","doi":"https://doi.org/10.1145/2882903.2915238","mag":"2429503397"},"language":"en","primary_location":{"id":"doi:10.1145/2882903.2915238","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2915238","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2915238&type=pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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=2915238&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038875368","display_name":"Zechao Shang","orcid":"https://orcid.org/0000-0002-6409-0792"},"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":"Zechao Shang","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/A5100450462","display_name":"Li Fei-Fei","orcid":"https://orcid.org/0000-0002-7481-0810"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Feifei Li","raw_affiliation_strings":["University of Utah, Salt Lake City, UT, USA"],"affiliations":[{"raw_affiliation_string":"University of Utah, Salt Lake City, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075642293","display_name":"Jeffrey Xu Yu","orcid":"https://orcid.org/0000-0002-9738-827X"},"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":"Jeffrey Xu Yu","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/A5027703391","display_name":"Zhiwei Zhang","orcid":"https://orcid.org/0000-0001-8001-9606"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhiwei Zhang","raw_affiliation_strings":["Hong Kong Baptist University, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101984697","display_name":"Hong Cheng","orcid":"https://orcid.org/0000-0002-4673-2587"},"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":"Hong 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":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5038875368"],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":null,"apc_paid":null,"fwci":1.6894,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.89288361,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"478"},"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9930999875068665,"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"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9927999973297119,"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":0.8870065212249756},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.6800155639648438},{"id":"https://openalex.org/keywords/wait-for-graph","display_name":"Wait-for graph","score":0.6714916229248047},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6680840849876404},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5620173215866089},{"id":"https://openalex.org/keywords/concurrency","display_name":"Concurrency","score":0.5549349784851074},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.5055088996887207},{"id":"https://openalex.org/keywords/concurrency-control","display_name":"Concurrency control","score":0.4889899492263794},{"id":"https://openalex.org/keywords/task-parallelism","display_name":"Task parallelism","score":0.4886239171028137},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48577621579170227},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4850446581840515},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4802306294441223},{"id":"https://openalex.org/keywords/data-parallelism","display_name":"Data parallelism","score":0.4354773759841919},{"id":"https://openalex.org/keywords/bulk-synchronous-parallel","display_name":"Bulk synchronous parallel","score":0.4216480851173401},{"id":"https://openalex.org/keywords/concurrent-computing","display_name":"Concurrent computing","score":0.4155275523662567},{"id":"https://openalex.org/keywords/graph-rewriting","display_name":"Graph rewriting","score":0.3995027542114258},{"id":"https://openalex.org/keywords/parallelism","display_name":"Parallelism (grammar)","score":0.22795018553733826},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16741198301315308},{"id":"https://openalex.org/keywords/parallel-algorithm","display_name":"Parallel algorithm","score":0.16648778319358826},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16035538911819458},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12614503502845764},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08541655540466309}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8870065212249756},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.6800155639648438},{"id":"https://openalex.org/C106891557","wikidata":"https://www.wikidata.org/wiki/Q4148051","display_name":"Wait-for graph","level":4,"score":0.6714916229248047},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6680840849876404},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5620173215866089},{"id":"https://openalex.org/C193702766","wikidata":"https://www.wikidata.org/wiki/Q1414548","display_name":"Concurrency","level":2,"score":0.5549349784851074},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.5055088996887207},{"id":"https://openalex.org/C84511453","wikidata":"https://www.wikidata.org/wiki/Q2914952","display_name":"Concurrency control","level":3,"score":0.4889899492263794},{"id":"https://openalex.org/C42992933","wikidata":"https://www.wikidata.org/wiki/Q691169","display_name":"Task parallelism","level":3,"score":0.4886239171028137},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48577621579170227},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4850446581840515},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4802306294441223},{"id":"https://openalex.org/C61483411","wikidata":"https://www.wikidata.org/wiki/Q3124522","display_name":"Data parallelism","level":3,"score":0.4354773759841919},{"id":"https://openalex.org/C156891508","wikidata":"https://www.wikidata.org/wiki/Q1004114","display_name":"Bulk synchronous parallel","level":3,"score":0.4216480851173401},{"id":"https://openalex.org/C150495011","wikidata":"https://www.wikidata.org/wiki/Q128392","display_name":"Concurrent computing","level":2,"score":0.4155275523662567},{"id":"https://openalex.org/C558772884","wikidata":"https://www.wikidata.org/wiki/Q1508564","display_name":"Graph rewriting","level":3,"score":0.3995027542114258},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.22795018553733826},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16741198301315308},{"id":"https://openalex.org/C120373497","wikidata":"https://www.wikidata.org/wiki/Q1087987","display_name":"Parallel algorithm","level":2,"score":0.16648778319358826},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16035538911819458},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12614503502845764},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08541655540466309},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2882903.2915238","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2915238","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2915238&type=pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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:10.1145/2882903.2915238","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2882903.2915238","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2915238&type=pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G240543791","display_name":null,"funder_award_id":"61428204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4052109367","display_name":"MRI: Acquisition of a 3D object and motion capture system","funder_award_id":"1428204","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4926700023","display_name":"CSR: Medium: Energy-Efficient Architectures for Emerging Big-Data Workloads","funder_award_id":"1302663","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5167091242","display_name":null,"funder_award_id":"No. 1","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5942994882","display_name":null,"funder_award_id":"1251019,1302663","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6258415954","display_name":null,"funder_award_id":"Chinese","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7430267546","display_name":null,"funder_award_id":"4055048","funder_id":"https://openalex.org/F4320322942","funder_display_name":"Chinese University of Hong Kong"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7733371119","display_name":null,"funder_award_id":"14209314","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/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320322942","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2429503397.pdf","grobid_xml":"https://content.openalex.org/works/W2429503397.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W78077100","https://openalex.org/W134051198","https://openalex.org/W1496148388","https://openalex.org/W1515932031","https://openalex.org/W1532546444","https://openalex.org/W1545155892","https://openalex.org/W1550275036","https://openalex.org/W1593868476","https://openalex.org/W1594878469","https://openalex.org/W1749271337","https://openalex.org/W1752060354","https://openalex.org/W1788180225","https://openalex.org/W1814601622","https://openalex.org/W1828386109","https://openalex.org/W1953975752","https://openalex.org/W1977329921","https://openalex.org/W1982003698","https://openalex.org/W1986603225","https://openalex.org/W1987844293","https://openalex.org/W1996952974","https://openalex.org/W1997737152","https://openalex.org/W2000042664","https://openalex.org/W2000467305","https://openalex.org/W2007888220","https://openalex.org/W2011395086","https://openalex.org/W2014977566","https://openalex.org/W2018464987","https://openalex.org/W2019183416","https://openalex.org/W2020129682","https://openalex.org/W2021392799","https://openalex.org/W2031844067","https://openalex.org/W2034102265","https://openalex.org/W2044593618","https://openalex.org/W2054075931","https://openalex.org/W2060440895","https://openalex.org/W2063032661","https://openalex.org/W2064635301","https://openalex.org/W2093584083","https://openalex.org/W2096544401","https://openalex.org/W2101995353","https://openalex.org/W2112090702","https://openalex.org/W2114507260","https://openalex.org/W2131975293","https://openalex.org/W2133233009","https://openalex.org/W2133941677","https://openalex.org/W2141710443","https://openalex.org/W2141711298","https://openalex.org/W2144518192","https://openalex.org/W2146591355","https://openalex.org/W2149591580","https://openalex.org/W2159376715","https://openalex.org/W2160459668","https://openalex.org/W2170616854","https://openalex.org/W2170833472","https://openalex.org/W2173213060","https://openalex.org/W2181961186","https://openalex.org/W2272669552","https://openalex.org/W2274137191","https://openalex.org/W2296365647","https://openalex.org/W2338370098","https://openalex.org/W2736148341","https://openalex.org/W3103362336","https://openalex.org/W3138135046","https://openalex.org/W4313729856","https://openalex.org/W6629522299","https://openalex.org/W7075347363"],"related_works":["https://openalex.org/W2116294757","https://openalex.org/W2134218604","https://openalex.org/W1550302283","https://openalex.org/W3001814250","https://openalex.org/W2162002675","https://openalex.org/W2142876380","https://openalex.org/W3038081141","https://openalex.org/W2431448757","https://openalex.org/W1588362721","https://openalex.org/W187098689"],"abstract_inverted_index":{"Large":[0],"graphs":[1],"are":[2],"getting":[3],"increasingly":[4],"popular":[5],"and":[6,20,36,40,80,103,129,167,199],"even":[7],"indispensable":[8],"in":[9,14,141,171,190],"many":[10,54],"applications,":[11],"for":[12,137,164],"example,":[13],"social":[15],"media":[16],"data,":[17],"large":[18],"networks,":[19],"knowledge":[21],"bases.":[22],"Efficient":[23],"graph":[24,50,55,126,144,173,192],"analytics":[25],"thus":[26],"becomes":[27],"an":[28,110,142],"important":[29],"subject":[30],"of":[31,67,106,123],"study.":[32],"To":[33],"increase":[34],"efficiency":[35],"scalability,":[37],"in-memory":[38,143],"computation":[39],"parallelism":[41,62],"have":[42],"been":[43],"explored":[44],"extensively":[45],"to":[46,90,96,127],"speed":[47],"up":[48],"various":[49],"analytical":[51,56,145,193],"workloads.":[52],"In":[53],"engines":[57],"(e.g.,":[58],"Pregel,":[59],"Neo4j,":[60],"GraphLab),":[61],"is":[63,115],"achieved":[64],"via":[65],"one":[66],"the":[68,88,92,101,104,107,120,124,179],"three":[69],"concurrency":[70,112,134,162],"control":[71,113,135],"models,":[72],"namely,":[73],"bulk":[74],"synchronization":[75],"processing":[76,86,140],"(BSP),":[77],"asynchronous":[78,200],"processing,":[79],"synchronous":[81,85,139,182,188],"processing.":[82],"Among":[83],"them,":[84],"has":[87,184],"potential":[89],"achieve":[91],"best":[93],"performance":[94],"due":[95],"fine-grained":[97],"parallelism,":[98],"while":[99],"ensuring":[100],"correctness":[102],"convergence":[105],"computation,":[108],"if":[109],"effective":[111,133],"scheme":[114,136],"used.":[116],"This":[117],"paper":[118],"explores":[119],"topological":[121],"properties":[122],"underlying":[125],"design":[128,148],"implement":[130],"a":[131,150,172],"highly":[132],"efficient":[138],"engine.":[146],"Our":[147,175],"uses":[149],"novel":[151],"hybrid":[152,181],"approach":[153],"that":[154,178],"combines":[155],"2PL":[156],"(two-phase":[157],"locking)":[158],"with":[159],"OCC":[160],"(optimistic":[161],"control),":[163],"high":[165],"degree":[166,169],"low":[168],"vertices":[170],"respectively.":[174],"results":[176],"show":[177],"proposed":[180],"scheduler":[183],"significantly":[185],"outperformed":[186],"other":[187],"schedulers":[189],"existing":[191],"engines,":[194],"as":[195,197],"well":[196],"BSP":[198],"schedulers.":[201]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
