{"id":"https://openalex.org/W2118524377","doi":"https://doi.org/10.1145/2487788.2487916","title":"Large-scale social-media analytics on stratosphere","display_name":"Large-scale social-media analytics on stratosphere","publication_year":2013,"publication_date":"2013-05-13","ids":{"openalex":"https://openalex.org/W2118524377","doi":"https://doi.org/10.1145/2487788.2487916","mag":"2118524377"},"language":"en","primary_location":{"id":"doi:10.1145/2487788.2487916","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2487788.2487916","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on World Wide Web","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/A5030302319","display_name":"Christoph Boden","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Boden","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081672569","display_name":"Marcel Karnstedt","orcid":null},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Marcel Karnstedt","raw_affiliation_strings":["DERI, NUI Galway, Galway, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DERI, NUI Galway, Galway, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090994054","display_name":"Miriam Fern\u00e1ndez","orcid":"https://orcid.org/0000-0001-5939-4321"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miriam Fernandez","raw_affiliation_strings":["Knowledge Media Institute, Milton Keynes, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Knowledge Media Institute, Milton Keynes, United Kingdom","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002413906","display_name":"Volker Markl","orcid":"https://orcid.org/0009-0009-0964-026X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Volker Markl","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.445,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89444232,"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":"257","last_page":"260"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9970999956130981,"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/T11719","display_name":"Data Quality and Management","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8124496936798096},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7652378678321838},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7389537692070007},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7088636159896851},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6660253405570984},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.600462019443512},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5666916966438293},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5533483028411865},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5351371169090271},{"id":"https://openalex.org/keywords/massively-parallel","display_name":"Massively parallel","score":0.5338472127914429},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.41350215673446655},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.31715667247772217},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19799089431762695},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18465763330459595},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1697680950164795}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8124496936798096},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7652378678321838},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7389537692070007},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7088636159896851},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6660253405570984},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.600462019443512},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5666916966438293},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5533483028411865},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5351371169090271},{"id":"https://openalex.org/C190475519","wikidata":"https://www.wikidata.org/wiki/Q544384","display_name":"Massively parallel","level":2,"score":0.5338472127914429},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.41350215673446655},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.31715667247772217},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19799089431762695},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18465763330459595},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1697680950164795},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2487788.2487916","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2487788.2487916","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on World Wide Web","raw_type":"proceedings-article"},{"id":"pmh:oai:oro.open.ac.uk:41397","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401187","display_name":"Open Research Online (The Open University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204136569","host_organization_name":"The Open University","host_organization_lineage":["https://openalex.org/I204136569"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.360.8764","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.360.8764","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www2013.org/companion/p257.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324094","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1550468374","https://openalex.org/W2002430341","https://openalex.org/W2060280513","https://openalex.org/W2112485457","https://openalex.org/W2134624170","https://openalex.org/W2161483952","https://openalex.org/W2173213060","https://openalex.org/W2406734291","https://openalex.org/W6714138107"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2019038080"],"abstract_inverted_index":{"The":[0],"importance":[1],"of":[2,33,74,87,104,113,124,154],"social-media":[3,117],"platforms":[4],"and":[5,19,22,26,41,45,50,64,72,83,129],"online":[6,76],"communities":[7],"-":[8,16],"in":[9,61],"business":[10],"as":[11,13,100],"well":[12],"public":[14],"context":[15],"is":[17],"more":[18,20],"acknowledged":[21],"appreciated":[23],"by":[24],"industry":[25],"researchers":[27],"alike.":[28],"Consequently,":[29],"a":[30,110,147],"wide":[31],"range":[32],"analytics":[34],"has":[35],"been":[36],"proposed":[37],"to":[38,67,108,115,139],"understand,":[39],"steer,":[40],"exploit":[42],"the":[43,52,69,85,88,105,121,152],"mechanics":[44],"laws":[46],"driving":[47],"their":[48],"functionality":[49],"creating":[51],"resulting":[53],"benefits.":[54],"However,":[55],"analysts":[56],"usually":[57],"face":[58],"significant":[59],"problems":[60],"scaling":[62],"existing":[63],"novel":[65],"approaches":[66],"match":[68],"data":[70,91],"volume":[71],"size":[73],"modern":[75],"communities.":[77],"In":[78],"this":[79,132],"work,":[80],"we":[81,127],"propose":[82],"demonstrate":[84],"usage":[86],"massively":[89,133],"parallel":[90,134],"processing":[92],"system":[93],"Stratosphere,":[94],"based":[95],"on":[96,120],"second":[97],"order":[98],"functions":[99],"an":[101],"extended":[102],"notion":[103],"MapReduce":[106],"paradigm,":[107],"provide":[109],"new":[111],"level":[112],"scalability":[114],"such":[116],"analytics.":[118],"Based":[119],"popular":[122],"example":[123],"role":[125],"analysis,":[126],"present":[128],"illustrate":[130],"how":[131],"approach":[135,149],"can":[136],"be":[137],"leveraged":[138],"scale":[140],"out":[141],"complex":[142],"data-mining":[143],"tasks,":[144],"while":[145],"providing":[146],"programming":[148],"that":[150],"eases":[151],"formulation":[153],"complete":[155],"analytical":[156],"workflows.":[157]},"counts_by_year":[{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}