{"id":"https://openalex.org/W2755747717","doi":"https://doi.org/10.4018/ijswis.2017010105","title":"Harnessing Semantic Features for Large-Scale Content-Based Hashtag Recommendations on Microblogging Platforms","display_name":"Harnessing Semantic Features for Large-Scale Content-Based Hashtag Recommendations on Microblogging Platforms","publication_year":2016,"publication_date":"2016-11-25","ids":{"openalex":"https://openalex.org/W2755747717","doi":"https://doi.org/10.4018/ijswis.2017010105","mag":"2755747717"},"language":"en","primary_location":{"id":"doi:10.4018/ijswis.2017010105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijswis.2017010105","pdf_url":null,"source":{"id":"https://openalex.org/S181240966","display_name":"International Journal on Semantic Web and Information Systems","issn_l":"1552-6283","issn":["1552-6283","1552-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Semantic Web and Information Systems","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/A5052873987","display_name":"Fahd Kalloubi","orcid":null},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Fahd Kalloubi","raw_affiliation_strings":["University Sidi Mohamed Ben Abdellah, Fez, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Sidi Mohamed Ben Abdellah, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085575952","display_name":"El Habib Nfaoui","orcid":"https://orcid.org/0000-0002-5816-0897"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"El Habib Nfaoui","raw_affiliation_strings":["University of Sidi Mohamed Ben Abdellah, Fez, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sidi Mohamed Ben Abdellah, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048317087","display_name":"Omar El Beqqali","orcid":"https://orcid.org/0000-0003-0269-3819"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Omar El Beqqali","raw_affiliation_strings":["University Sidi Mohamed Ben Abdellah, Fez, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Sidi Mohamed Ben Abdellah, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4767,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.94699063,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"63","last_page":"81"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9994999766349792,"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/T10028","display_name":"Topic Modeling","score":0.9965999722480774,"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/microblogging","display_name":"Microblogging","score":0.9186844825744629},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8494576215744019},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.8224663734436035},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7595771551132202},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6320047378540039},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5991665720939636},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5927600860595703},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.5725153088569641},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.47884035110473633},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.43901583552360535},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.43655964732170105},{"id":"https://openalex.org/keywords/text-categorization","display_name":"Text categorization","score":0.42045435309410095},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3750036954879761},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17767274379730225}],"concepts":[{"id":"https://openalex.org/C143275388","wikidata":"https://www.wikidata.org/wiki/Q92438","display_name":"Microblogging","level":3,"score":0.9186844825744629},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8494576215744019},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.8224663734436035},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7595771551132202},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6320047378540039},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5991665720939636},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5927600860595703},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.5725153088569641},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.47884035110473633},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.43901583552360535},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.43655964732170105},{"id":"https://openalex.org/C2986744138","wikidata":"https://www.wikidata.org/wiki/Q302088","display_name":"Text categorization","level":3,"score":0.42045435309410095},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3750036954879761},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17767274379730225},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.4018/ijswis.2017010105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijswis.2017010105","pdf_url":null,"source":{"id":"https://openalex.org/S181240966","display_name":"International Journal on Semantic Web and Information Systems","issn_l":"1552-6283","issn":["1552-6283","1552-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Semantic Web and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jswis0:v:13:y:2017:i:1:p:63-81","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJSWIS.2017010105","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:RePEc:igg:jswis0:v:13:y:2017:i:1:p:68-89","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJSWIS.2017010105","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W66673523","https://openalex.org/W75295260","https://openalex.org/W178573792","https://openalex.org/W192652968","https://openalex.org/W1491268609","https://openalex.org/W1520740445","https://openalex.org/W1597082186","https://openalex.org/W1606444067","https://openalex.org/W1839687352","https://openalex.org/W1982801501","https://openalex.org/W1982804187","https://openalex.org/W1992930793","https://openalex.org/W2014964486","https://openalex.org/W2024770506","https://openalex.org/W2036216970","https://openalex.org/W2046020929","https://openalex.org/W2055405704","https://openalex.org/W2056099064","https://openalex.org/W2064052482","https://openalex.org/W2107799451","https://openalex.org/W2111116800","https://openalex.org/W2114538147","https://openalex.org/W2139077857","https://openalex.org/W2148815800","https://openalex.org/W2171450492","https://openalex.org/W2293696468","https://openalex.org/W2295769602","https://openalex.org/W2296113587","https://openalex.org/W2302398663","https://openalex.org/W2396414857","https://openalex.org/W2403575732","https://openalex.org/W2405356156","https://openalex.org/W2408653445","https://openalex.org/W2474463608"],"related_works":["https://openalex.org/W2360898036","https://openalex.org/W2390857744","https://openalex.org/W2133651098","https://openalex.org/W2390698788","https://openalex.org/W2035261173","https://openalex.org/W2138922887","https://openalex.org/W2383063829","https://openalex.org/W2082678934","https://openalex.org/W2106892947","https://openalex.org/W2237299843"],"abstract_inverted_index":{"Twitter":[0],"is":[1,35,41],"one":[2],"of":[3,31,50,111,127],"the":[4,29,38,53,62,85,89,108,114,125],"most":[5],"popular":[6],"microblog":[7],"service":[8],"providers,":[9],"in":[10,70],"this":[11,60],"microblogging":[12,71],"platform":[13],"users":[14,45,98],"use":[15],"hashtags":[16,34,39,55,92,105],"to":[17,22,107],"categorize":[18],"their":[19,57,141],"tweets":[20],"and":[21,37,103,146,154],"join":[23],"communities":[24],"around":[25],"particular":[26],"topics.":[27],"However,":[28],"percentage":[30],"messages":[32],"incorporating":[33],"small":[36],"usage":[40],"very":[42],"heterogeneous":[43],"as":[44],"may":[46],"spend":[47],"a":[48,80,117,136],"lot":[49],"time":[51,118],"searching":[52],"appropriate":[54],"for":[56,67],"messages.":[58],"In":[59],"paper,":[61],"authors":[63,115],"present":[64],"an":[65],"approach":[66,142],"hashtag":[68],"recommendations":[69],"platforms":[72],"by":[73,101,150],"leveraging":[74],"semantic":[75,147],"features.":[76],"Moreover,":[77],"they":[78,123],"conduct":[79],"detailed":[81],"study":[82,124],"on":[83,135,156],"how":[84],"semantic-based":[86],"model":[87],"influences":[88],"final":[90],"recommended":[91],"using":[93],"different":[94],"ranking":[95,120,129],"strategies.":[96,130],"Also,":[97],"are":[99],"interested":[100],"fresh":[102],"specific":[104],"due":[106],"rapid":[109],"growth":[110],"microblogs,":[112],"thus,":[113],"propose":[116],"popularity":[119],"strategy.":[121],"Furthermore,":[122],"combination":[126],"these":[128],"The":[131],"experiment":[132],"results":[133],"conducted":[134],"large":[137],"dataset;":[138],"show":[139],"that":[140],"improves":[143],"respectively":[144],"lexical":[145],"based":[148],"recommendation":[149],"more":[151],"than":[152],"11%":[153],"7%":[155],"recommending":[157],"5":[158],"hashtags.":[159]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2017-09-25T00:00:00"}