{"id":"https://openalex.org/W2068903979","doi":"https://doi.org/10.1145/1988688.1988701","title":"News personalization using the CF-IDF semantic recommender","display_name":"News personalization using the CF-IDF semantic recommender","publication_year":2011,"publication_date":"2011-05-25","ids":{"openalex":"https://openalex.org/W2068903979","doi":"https://doi.org/10.1145/1988688.1988701","mag":"2068903979"},"language":"en","primary_location":{"id":"doi:10.1145/1988688.1988701","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1988688.1988701","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Web Intelligence, Mining and Semantics","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/A5064859666","display_name":"Frank Goossen","orcid":null},"institutions":[{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Frank Goossen","raw_affiliation_strings":["Erasmus University Rotterdam, Rotterdam, the Netherlands","Erasmus University Rotterdam, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, the Netherlands","institution_ids":["https://openalex.org/I913958620"]},{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064177614","display_name":"Wouter IJntema","orcid":null},"institutions":[{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Wouter IJntema","raw_affiliation_strings":["Erasmus University Rotterdam, Rotterdam, the Netherlands","Erasmus University Rotterdam, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, the Netherlands","institution_ids":["https://openalex.org/I913958620"]},{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044867921","display_name":"Flavius Fr\u0103sincar","orcid":"https://orcid.org/0000-0002-8031-758X"},"institutions":[{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Flavius Frasincar","raw_affiliation_strings":["Erasmus University Rotterdam, Rotterdam, the Netherlands","Erasmus University Rotterdam, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, the Netherlands","institution_ids":["https://openalex.org/I913958620"]},{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111434710","display_name":"Frederik Hogenboom","orcid":null},"institutions":[{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Frederik Hogenboom","raw_affiliation_strings":["Erasmus University Rotterdam, Rotterdam, the Netherlands","Erasmus University Rotterdam, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, the Netherlands","institution_ids":["https://openalex.org/I913958620"]},{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080242338","display_name":"Uzay Kaymak","orcid":"https://orcid.org/0000-0002-4500-9098"},"institutions":[{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Uzay Kaymak","raw_affiliation_strings":["Erasmus University Rotterdam, Rotterdam, the Netherlands","Erasmus University Rotterdam, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, the Netherlands","institution_ids":["https://openalex.org/I913958620"]},{"raw_affiliation_string":"Erasmus University Rotterdam, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5064859666"],"corresponding_institution_ids":["https://openalex.org/I913958620"],"apc_list":null,"apc_paid":null,"fwci":8.9791,"has_fulltext":false,"cited_by_count":89,"citation_normalized_percentile":{"value":0.9776831,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9991000294685364,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9983000159263611,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9980999827384949,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/tf\u2013idf","display_name":"tf\u2013idf","score":0.8869577646255493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8369676470756531},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.7653027772903442},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6753174662590027},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.6570176482200623},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.631373941898346},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5537763237953186},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.5355615019798279},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5208533406257629},{"id":"https://openalex.org/keywords/user-profile","display_name":"User profile","score":0.4171144962310791},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4158228933811188},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.2950618863105774}],"concepts":[{"id":"https://openalex.org/C81758059","wikidata":"https://www.wikidata.org/wiki/Q796584","display_name":"tf\u2013idf","level":3,"score":0.8869577646255493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8369676470756531},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.7653027772903442},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6753174662590027},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6570176482200623},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.631373941898346},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5537763237953186},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5355615019798279},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5208533406257629},{"id":"https://openalex.org/C2780150774","wikidata":"https://www.wikidata.org/wiki/Q252500","display_name":"User profile","level":2,"score":0.4171144962310791},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4158228933811188},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.2950618863105774},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/1988688.1988701","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1988688.1988701","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Web Intelligence, Mining and Semantics","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.eur.nl:openaire_cris_publications/5c7b7e93-6466-432c-adae-75352c2e766e","is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/5c7b7e93-6466-432c-adae-75352c2e766e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Goossen, F, IJntema, W, Frasincar, F, Hogenboom, F & Kaymak, U 2011, News Personalization using the CF-IDF Semantic Recommender. in R Akerkar (ed.), International Conference on Web Intelligence, Mining and Semantics (WIMS 2011). Association for Computing Machinery (ACM). https://doi.org/10.1145/1988688.1988701","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/4f2067f5-f2e3-4b34-aed0-69171ea3c0fb","is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/4f2067f5-f2e3-4b34-aed0-69171ea3c0fb","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Goossen, F, IJntema, W, Frasincar, F, Hogenboom, F P & Kaymak, U 2011, News personalization using the CF-IDF semantic recommender. in R Akerkar (ed.), Proceedings of the International Conference on Web Intelligence, Mining and Semantics (WIMS '11), May 25-27, 2011,Sogndal, Norway. Association for Computing Machinery, Inc., New York, USA, pp. 10:1-10:12, conference; International Conference on Web Intelligence, Mining and Semantics (WIMS '11); 2011-05-25; 2011-05-27, 25/05/11. https://doi.org/10.1145/1988688.1988701","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:eur:oai:pure.eur.nl:publications/d2f9b90f-16b9-40ce-a16c-625784ba2987","is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/d2f9b90f-16b9-40ce-a16c-625784ba2987","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"STARTPAGE=397;ENDPAGE=398;TITLE=Twenty-Third Benelux Conference on Artificial Intelligence (BNAIC 2011)","raw_type":"info:eu-repo/semantics/conferenceitemnotinproceedings"},{"id":"pmh:tue:oai:pure.tue.nl:publications/4f2067f5-f2e3-4b34-aed0-69171ea3c0fb","is_oa":false,"landing_page_url":"https://research.tue.nl/nl/publications/4f2067f5-f2e3-4b34-aed0-69171ea3c0fb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the International Conference on Web Intelligence, Mining and Semantics (WIMS '11), May 25-27, 2011,Sogndal, Norway, 10:1 - 10:12","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W7001810","https://openalex.org/W26591655","https://openalex.org/W118425964","https://openalex.org/W150307355","https://openalex.org/W170684085","https://openalex.org/W194677851","https://openalex.org/W1482214997","https://openalex.org/W1516250244","https://openalex.org/W1555354714","https://openalex.org/W1561317163","https://openalex.org/W1561908597","https://openalex.org/W1582340466","https://openalex.org/W1596112425","https://openalex.org/W1607983314","https://openalex.org/W1660390307","https://openalex.org/W1852540207","https://openalex.org/W1968397045","https://openalex.org/W1971532913","https://openalex.org/W1978394996","https://openalex.org/W2000569744","https://openalex.org/W2009106446","https://openalex.org/W2022229384","https://openalex.org/W2022679230","https://openalex.org/W2035758533","https://openalex.org/W2038721957","https://openalex.org/W2040974535","https://openalex.org/W2053154970","https://openalex.org/W2058200372","https://openalex.org/W2096066838","https://openalex.org/W2098162425","https://openalex.org/W2098608698","https://openalex.org/W2109421086","https://openalex.org/W2116578632","https://openalex.org/W2165612380","https://openalex.org/W2242459625","https://openalex.org/W2497694362","https://openalex.org/W2561675875","https://openalex.org/W2911581497","https://openalex.org/W2949301067","https://openalex.org/W4234200495","https://openalex.org/W4235505822","https://openalex.org/W4236798725","https://openalex.org/W4246975491"],"related_works":["https://openalex.org/W4281569536","https://openalex.org/W2171473894","https://openalex.org/W2741230576","https://openalex.org/W2372355498","https://openalex.org/W2403314867","https://openalex.org/W2114753133","https://openalex.org/W2443057453","https://openalex.org/W2166738765","https://openalex.org/W3017406160","https://openalex.org/W25821699"],"abstract_inverted_index":{"When":[0],"recommending":[1,48],"news":[2,49,102,117],"items,":[3],"most":[4],"of":[5,39,67,143,150,157],"the":[6,37,65,85,100,121,129,137,148,155],"traditional":[7,133,159],"algorithms":[8],"are":[9],"based":[10,51],"on":[11,52],"TF-IDF,":[12],"i.e.,":[13],"a":[14,44,55,68,96,107,132,158],"term-based":[15],"weighting":[16],"method":[17,46],"which":[18],"is":[19,59,90],"mostly":[20],"used":[21],"in":[22,72,94,116],"information":[23],"retrieval":[24],"and":[25,54,92,136],"text":[26],"mining.":[27],"However,":[28],"many":[29],"new":[30,45,126],"technologies":[31],"have":[32],"been":[33],"made":[34],"available":[35],"since":[36],"introduction":[38],"TF-IDF.":[40],"This":[41],"paper":[42],"proposes":[43],"for":[47],"items":[50,118],"TF-IDF":[53,63,87,134],"domain":[56,69],"ontology.":[57],"It":[58],"demonstrated":[60],"that":[61,147],"adapting":[62],"with":[64],"semantics":[66],"ontology,":[70],"resulting":[71],"Concept":[73],"Frequency":[74,78],"-":[75],"Inverse":[76],"Document":[77],"(CF-IDF),":[79],"yields":[80],"better":[81],"results":[82],"than":[83],"using":[84,131],"original":[86],"method.":[88],"CF-IDF":[89,138],"built":[91],"tested":[93],"Athena,":[95],"recommender":[97,135],"extension":[98],"to":[99,110,128],"Hermes":[101],"personalization":[103],"framework.":[104],"Athena":[105],"employs":[106],"user":[108,130],"profile":[109],"store":[111],"concepts":[112],"or":[113],"terms":[114],"found":[115],"browsed":[119],"by":[120],"user.":[122],"The":[123],"framework":[124],"recommends":[125],"articles":[127],"recommender.":[139,160],"A":[140],"statistical":[141],"evaluation":[142],"both":[144],"methods":[145],"shows":[146],"use":[149],"an":[151],"ontology":[152],"significantly":[153],"improves":[154],"performance":[156]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}
