{"id":"https://openalex.org/W2040407951","doi":"https://doi.org/10.14778/1920841.1920962","title":"Behavioral simulations in MapReduce","display_name":"Behavioral simulations in MapReduce","publication_year":2010,"publication_date":"2010-09-01","ids":{"openalex":"https://openalex.org/W2040407951","doi":"https://doi.org/10.14778/1920841.1920962","mag":"2040407951"},"language":"en","primary_location":{"id":"doi:10.14778/1920841.1920962","is_oa":false,"landing_page_url":"https://doi.org/10.14778/1920841.1920962","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"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":"Proceedings of the VLDB Endowment","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/A5070703157","display_name":"Guozhang Wang","orcid":"https://orcid.org/0009-0007-5026-9963"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guozhang Wang","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067542796","display_name":"Marcos Vaz Salles","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marcos Vaz Salles","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005397802","display_name":"Benjamin Sowell","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin Sowell","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333842","display_name":"Xun Wang","orcid":"https://orcid.org/0000-0001-7269-0969"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xun Wang","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105837607","display_name":"Tuan Vu Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tuan Cao","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087136352","display_name":"Alan Demers","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alan Demers","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023537206","display_name":"Johannes Gehrke","orcid":"https://orcid.org/0009-0006-6293-5209"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Johannes Gehrke","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053437516","display_name":"Walker White","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Walker White","raw_affiliation_strings":["Cornell University, Ithaca, NY","Cornell University (Ithaca, NY);"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Cornell University (Ithaca, NY);","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.1271,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.98925251,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"3","issue":"1-2","first_page":"952","last_page":"963"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10742","display_name":"Peer-to-Peer Network Technologies","score":0.9976000189781189,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.996999979019165,"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":0.8608304858207703},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7262769937515259},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6427246332168579},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.5600538849830627},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.528777003288269},{"id":"https://openalex.org/keywords/joins","display_name":"Joins","score":0.4894184172153473},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4884323179721832},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.47651636600494385},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.4715799391269684},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4300176203250885},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4207960069179535},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23647421598434448},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12753146886825562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8608304858207703},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7262769937515259},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6427246332168579},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.5600538849830627},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.528777003288269},{"id":"https://openalex.org/C2778692605","wikidata":"https://www.wikidata.org/wiki/Q4041866","display_name":"Joins","level":2,"score":0.4894184172153473},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4884323179721832},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.47651636600494385},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.4715799391269684},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4300176203250885},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4207960069179535},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23647421598434448},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12753146886825562},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.14778/1920841.1920962","is_oa":false,"landing_page_url":"https://doi.org/10.14778/1920841.1920962","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"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":"Proceedings of the VLDB Endowment","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.172.6745","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.172.6745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.cornell.edu/%7Esowell/2010-VLDB-Simulation.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.173.4109","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.173.4109","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.comp.nus.edu.sg/%7Evldb2010/proceedings/files/papers/R85.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.429.125","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.429.125","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.cornell.edu/~wmwhite/papers/2010-VLDB-Mapreduce.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W125434689","https://openalex.org/W1508985017","https://openalex.org/W1510118806","https://openalex.org/W1584972204","https://openalex.org/W1585022015","https://openalex.org/W1834473767","https://openalex.org/W1845062897","https://openalex.org/W1870893875","https://openalex.org/W1939001241","https://openalex.org/W1964036268","https://openalex.org/W1975318518","https://openalex.org/W1975355536","https://openalex.org/W1979653598","https://openalex.org/W1999917290","https://openalex.org/W2005610030","https://openalex.org/W2017710077","https://openalex.org/W2060444615","https://openalex.org/W2075032005","https://openalex.org/W2078301955","https://openalex.org/W2080427212","https://openalex.org/W2080961998","https://openalex.org/W2089867526","https://openalex.org/W2097490641","https://openalex.org/W2100970777","https://openalex.org/W2102130607","https://openalex.org/W2103460560","https://openalex.org/W2106104958","https://openalex.org/W2110178871","https://openalex.org/W2114004713","https://openalex.org/W2114759709","https://openalex.org/W2119714163","https://openalex.org/W2122465391","https://openalex.org/W2126583885","https://openalex.org/W2129161278","https://openalex.org/W2130872776","https://openalex.org/W2131314981","https://openalex.org/W2132545874","https://openalex.org/W2133046454","https://openalex.org/W2133547293","https://openalex.org/W2136575791","https://openalex.org/W2143144653","https://openalex.org/W2144244247","https://openalex.org/W2150412589","https://openalex.org/W2151663987","https://openalex.org/W2154894831","https://openalex.org/W2161449253","https://openalex.org/W2163007868","https://openalex.org/W2169628462","https://openalex.org/W2172279492","https://openalex.org/W2318470634","https://openalex.org/W2436525433","https://openalex.org/W2470305380","https://openalex.org/W2490970523","https://openalex.org/W2738716757","https://openalex.org/W2889011686","https://openalex.org/W6630179304","https://openalex.org/W6655832309","https://openalex.org/W6678120442","https://openalex.org/W6682198890","https://openalex.org/W7021053398"],"related_works":["https://openalex.org/W2998381397","https://openalex.org/W4236419692","https://openalex.org/W3167919718","https://openalex.org/W4239447582","https://openalex.org/W4251718783","https://openalex.org/W2102460670","https://openalex.org/W2040267466","https://openalex.org/W2793205098","https://openalex.org/W2078379093","https://openalex.org/W2101188580"],"abstract_inverted_index":{"In":[0,45,89],"many":[1,133],"scientific":[2],"domains,":[3],"researchers":[4],"are":[5],"turning":[6],"to":[7,11,37,61,74,124,151,194,220],"large-scale":[8],"behavioral":[9,33,76,103],"simulations":[10,34,64,77,104,134],"better":[12],"understand":[13],"real-world":[14],"phenomena.":[15],"While":[16],"there":[17],"has":[18,184],"been":[19],"a":[20,67,129,136,156,172,195,223],"great":[21],"deal":[22],"of":[23,128,139,155,167,222],"work":[24],"on":[25,97],"simulation":[26],"tools":[27],"from":[28],"the":[29,58,85,121,126,153,160],"high-performance":[30],"computing":[31],"community,":[32],"remain":[35],"challenging":[36],"program":[38,125],"and":[39,82,142,159,201,216],"automatically":[40],"scale":[41],"in":[42,105],"parallel":[43,106],"environments.":[44],"this":[46],"paper":[47],"we":[48,92,211],"present":[49],"BRACE":[50,170],"(Big":[51],"Red":[52,179],"Agent-based":[53],"Computation":[54],"Engine),":[55],"which":[56,147],"extends":[57],"MapReduce":[59],"framework":[60],"process":[62],"these":[63,168],"efficiently":[65],"across":[66,162],"cluster.":[68],"We":[69,203],"can":[70,111,116,191,212],"leverage":[71],"spatial":[72,80,109],"locality":[73],"treat":[75],"as":[78,107],"iterated":[79,108],"joins":[81,110],"greatly":[83],"reduce":[84],"communication":[86,161],"between":[87,145],"nodes.":[88,163],"our":[90],"experiments":[91],"achieve":[93,213],"nearly":[94],"linear":[95],"scale-up":[96],"several":[98],"realistic":[99],"simulations.":[100],"Though":[101],"processing":[102],"be":[112,117,192],"very":[113],"efficient,":[114],"it":[115,149],"much":[118],"simpler":[119],"for":[120,187,198],"domain":[122],"scientists":[123],"behavior":[127],"single":[130,157],"agent.":[131],"Furthermore,":[132],"include":[135],"considerable":[137],"amount":[138],"complex":[140],"computation":[141],"message":[143],"passing":[144],"agents,":[146],"makes":[148],"important":[150],"optimize":[152],"performance":[154,218],"node":[158],"To":[164],"address":[165],"both":[166,214],"challenges,":[169],"includes":[171],"high-level":[173],"language":[174],"called":[175],"BRASIL":[176,183],"(the":[177],"Big":[178],"Agent":[180],"SImulation":[181],"Language).":[182],"object-oriented":[185],"features":[186],"programming":[188],"simulations,":[189],"but":[190],"compiled":[193],"dataflow":[196],"representation":[197],"automatic":[199],"parallelization":[200],"optimization.":[202],"show":[204],"that":[205,221],"by":[206],"using":[207],"various":[208],"optimization":[209],"techniques,":[210],"scalability":[215],"single-node":[217],"similar":[219],"hand-coded":[224],"simulation.":[225]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":9},{"year":2012,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
