{"id":"https://openalex.org/W4322730813","doi":"https://doi.org/10.1109/tkde.2023.3250822","title":"A Methodology to Quickly Perform Opinion Mining and Build Supervised Datasets Using Social Networks Mechanics","display_name":"A Methodology to Quickly Perform Opinion Mining and Build Supervised Datasets Using Social Networks Mechanics","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4322730813","doi":"https://doi.org/10.1109/tkde.2023.3250822"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2023.3250822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3250822","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/10481/98017","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068681030","display_name":"Francisco Manuel","orcid":"https://orcid.org/0000-0001-9748-2269"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Francisco","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9748-2269","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083488180","display_name":"Juan Luis Castro","orcid":"https://orcid.org/0000-0003-0501-0139"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Luis Castro","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0501-0139","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":null,"apc_paid":null,"fwci":0.1283,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.34993239,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"35","issue":"9","first_page":"9797","last_page":"9808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9987999796867371,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9983999729156494,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8125202059745789},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8031677603721619},{"id":"https://openalex.org/keywords/polling","display_name":"Polling","score":0.584292471408844},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5797027349472046},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.47254467010498047},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4658544659614563},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4410889148712158},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4279063045978546},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4141443371772766},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40562117099761963},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40536966919898987},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37832337617874146},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3356691598892212}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8125202059745789},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8031677603721619},{"id":"https://openalex.org/C204854418","wikidata":"https://www.wikidata.org/wiki/Q1362921","display_name":"Polling","level":2,"score":0.584292471408844},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5797027349472046},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.47254467010498047},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4658544659614563},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4410889148712158},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4279063045978546},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4141443371772766},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40562117099761963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40536966919898987},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37832337617874146},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3356691598892212},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tkde.2023.3250822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3250822","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:digibug.ugr.es:10481/98017","is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/98017","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"pmh:oai:digibug.ugr.es:10481/98017","is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/98017","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7799999713897705}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1826637256","https://openalex.org/W2066636486","https://openalex.org/W2101234009","https://openalex.org/W2209293842","https://openalex.org/W2404161646","https://openalex.org/W2745238247","https://openalex.org/W2746791238","https://openalex.org/W2757016771","https://openalex.org/W2782317791","https://openalex.org/W2888501547","https://openalex.org/W2893940167","https://openalex.org/W2903158431","https://openalex.org/W2925317343","https://openalex.org/W2963296777","https://openalex.org/W2963942586","https://openalex.org/W2965617872","https://openalex.org/W2975317124","https://openalex.org/W2981363289","https://openalex.org/W2984771190","https://openalex.org/W2986416218","https://openalex.org/W2991138171","https://openalex.org/W2994947658","https://openalex.org/W2996259521","https://openalex.org/W2998137533","https://openalex.org/W2998395006","https://openalex.org/W2999396484","https://openalex.org/W3032424409","https://openalex.org/W3037878275","https://openalex.org/W3097078376","https://openalex.org/W3105234097","https://openalex.org/W3106530750","https://openalex.org/W3133466007","https://openalex.org/W3134553328","https://openalex.org/W3159946531","https://openalex.org/W3165059968","https://openalex.org/W3203681326","https://openalex.org/W4206299995","https://openalex.org/W4285263248","https://openalex.org/W4288102879","https://openalex.org/W4292779060","https://openalex.org/W4300485818","https://openalex.org/W4382132564","https://openalex.org/W6638570829","https://openalex.org/W6667169455","https://openalex.org/W6675354045","https://openalex.org/W6713197267","https://openalex.org/W6750360790","https://openalex.org/W6756615331","https://openalex.org/W6756830161","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2076641224","https://openalex.org/W2987499578","https://openalex.org/W2963326959"],"abstract_inverted_index":{"Social":[0],"Networking":[1],"Sites":[2],"(SNS)":[3],"offer":[4],"a":[5,69],"full":[6],"set":[7],"of":[8,34,55],"possibilities":[9],"to":[10,47,61,67,74,78,86,130],"perform":[11],"opinion":[12],"studies":[13],"such":[14],"as":[15],"polling":[16],"or":[17],"market":[18],"analysis.":[19],"Normally,":[20],"artificial":[21],"intelligence":[22],"techniques":[23],"are":[24],"applied,":[25],"and":[26,40,96,116,134,136],"they":[27],"often":[28],"require":[29],"supervised":[30,89],"datasets.":[31],"The":[32],"process":[33],"building":[35],"these":[36],"is":[37,84,138,151],"complex,":[38],"time-consuming":[39],"expensive.":[41],"In":[42,59],"this":[43],"paper,":[44],"we":[45,64],"propose":[46],"assist":[48],"the":[49],"labelling":[50],"task":[51],"by":[52,112],"taking":[53],"advantage":[54],"social":[56,132],"network":[57],"mechanics.":[58],"order":[60],"do":[62],"that,":[63],"introduce":[65],"theco-retweetrelation":[66],"build":[68,88],"graph":[70],"that":[71,119],"allows":[72],"us":[73],"propagate":[75],"user":[76],"labels":[77],"their":[79],"similarity":[80],"neighbourhood.":[81],"Therefore,":[82],"it":[83,120,137],"possible":[85],"iteratively":[87],"datasets":[90,110],"with":[91,97,108],"significant":[92],"less":[93],"human":[94],"effort":[95],"higher":[98],"accuracy":[99],"than":[100],"other":[101,122,131],"weak-supervision":[102,123],"techniques.":[103,124],"We":[104],"tested":[105],"our":[106],"proposal":[107],"3":[109],"labelled":[111],"an":[113],"expert":[114],"committee,":[115],"results":[117],"shows":[118],"outperforms":[121],"This":[125],"methodology":[126],"may":[127],"be":[128],"adapted":[129],"networks":[133],"topics,":[135],"relevant":[139],"for":[140],"applications":[141],"like":[142],"informed":[143],"decision-making":[144],"(e.g.,":[145],"content":[146],"moderation),":[147],"specially":[148],"when":[149],"interpretability":[150],"required.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2023-03-03T00:00:00"}
