{"id":"https://openalex.org/W1965472053","doi":"https://doi.org/10.1145/2189736.2189744","title":"Collective intelligence as a source for machine learning self-supervision","display_name":"Collective intelligence as a source for machine learning self-supervision","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W1965472053","doi":"https://doi.org/10.1145/2189736.2189744","mag":"1965472053"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/2189736.2189744","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5014017313","display_name":"Saulo D. S. Pedro","orcid":null},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Saulo D. S. Pedro","raw_affiliation_strings":["Federal University of S\u00e3o Carlos (UFSCar), S\u00e3o Carlos, Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of S\u00e3o Carlos (UFSCar), S\u00e3o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056213327","display_name":"Estevam R. Hruschka","orcid":"https://orcid.org/0000-0003-1499-2808"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Estevam R. Hruschka","raw_affiliation_strings":["Federal University of S\u00e3o Carlos (UFSCar), S\u00e3o Carlos, Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of S\u00e3o Carlos (UFSCar), S\u00e3o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.567,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":17,"citation_normalized_percentile":{"value":0.918551,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":89},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9971,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9947,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/supervisor","display_name":"Supervisor","score":0.53988427},{"id":"https://openalex.org/keywords/collective-intelligence","display_name":"Collective Intelligence","score":0.4526309},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment Analysis","score":0.450523},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.42783836},{"id":"https://openalex.org/keywords/knowledge-sharing","display_name":"Knowledge Sharing","score":0.4217109}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80035543},{"id":"https://openalex.org/C2777852691","wikidata":"https://www.wikidata.org/wiki/Q13430821","display_name":"Crowds","level":2,"score":0.758057},{"id":"https://openalex.org/C2779110517","wikidata":"https://www.wikidata.org/wiki/Q1240788","display_name":"Supervisor","level":2,"score":0.53988427},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.53118706},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.47300035},{"id":"https://openalex.org/C89057211","wikidata":"https://www.wikidata.org/wiki/Q432197","display_name":"Collective intelligence","level":2,"score":0.4526309},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.450523},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.42783836},{"id":"https://openalex.org/C2776604539","wikidata":"https://www.wikidata.org/wiki/Q6423395","display_name":"Knowledge sharing","level":2,"score":0.4217109},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39344397},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33647668},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31227517},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11381531},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/2189736.2189744","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","score":0.43,"id":"https://metadata.un.org/sdg/4"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":18,"referenced_works":["https://openalex.org/W1507223999","https://openalex.org/W1512387364","https://openalex.org/W1531743498","https://openalex.org/W1585256313","https://openalex.org/W1633494854","https://openalex.org/W1756422141","https://openalex.org/W1923459080","https://openalex.org/W1970188685","https://openalex.org/W2018524416","https://openalex.org/W2031999958","https://openalex.org/W2099685860","https://openalex.org/W2109718074","https://openalex.org/W2132655161","https://openalex.org/W2138517257","https://openalex.org/W2151401338","https://openalex.org/W2171278097","https://openalex.org/W2250794458","https://openalex.org/W2903158431"],"related_works":["https://openalex.org/W4387731985","https://openalex.org/W4367047349","https://openalex.org/W4300947605","https://openalex.org/W4236302413","https://openalex.org/W3122305611","https://openalex.org/W2941808082","https://openalex.org/W2755149878","https://openalex.org/W2434077053","https://openalex.org/W2390030007","https://openalex.org/W1511510665"],"abstract_inverted_index":{"The":[0],"recent":[1],"growth":[2],"of":[3,21,27,45,64,106,131,153],"virtual":[4],"communities,":[5],"social":[6],"web":[7,95],"and":[8,15,155,157,162],"information":[9,13,22,36],"sharing":[10],"gives":[11],"to":[12,51,56],"retrieval":[14],"machine":[16],"learning":[17,170],"systems":[18,54],"a":[19,43,49,75,127,141,168,178],"source":[20,44],"referred":[23],"as":[24,42,48,62],"the":[25,65,79,86,92,104,122,137,151,159],"\"wisdom":[26],"crowds\".":[28],"In":[29],"this":[30,35,101],"work":[31],"we":[32,72,98],"show":[33],"that":[34,71],"could":[37],"be":[38],"used":[39],"not":[40],"only":[41],"knowledge":[46,66],"but":[47],"way":[50],"bring":[52],"intelligent":[53],"closer":[55],"users":[57],"by":[58,91,111],"using":[59,85,113,126],"their":[60],"opinion":[61],"part":[63],"acquisition/validation":[67],"allowing":[68],"self-supervision.":[69],"For":[70],"have":[73],"implemented":[74],"validation":[76,105,134],"system":[77,84,171],"for":[78,125],"NELL":[80,112,173],"(Never-Ending":[81],"Language":[82],"Learner)":[83],"question":[87],"answering":[88],"platform":[89],"given":[90],"Yahoo!":[93],"Answers":[94],"community.":[96],"Moreover,":[97],"focus":[99],"in":[100,103,167,174],"paper,":[102],"first":[107],"order":[108],"rules":[109],"induced":[110],"its":[114],"Rule":[115],"Learning":[116],"(RL)":[117],"algorithm.":[118],"This":[119],"paper":[120],"presents":[121],"main":[123],"motivations":[124],"QA":[128],"forum":[129],"instead":[130],"other":[132],"web-based":[133],"sources;":[135],"describes":[136],"proposed":[138],"approach":[139],"with":[140],"\"Macro":[142],"QA\"-based":[143],"component":[144],"named":[145],"SS-Crowd":[146],"(self-supervisor":[147],"agent":[148],"based":[149],"on":[150],"wisdom":[152],"crowds)":[154],"brings":[156],"discusses":[158],"obtained":[160],"results":[161],"how":[163],"they":[164],"can":[165],"impact":[166],"never-ending":[169],"like":[172],"which":[175],"self-supervision":[176],"plays":[177],"crucial":[179],"role.":[180]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W1965472053","counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":2}],"updated_date":"2025-01-22T20:01:16.295762","created_date":"2016-06-24"}