{"id":"https://openalex.org/W2948924989","doi":"https://doi.org/10.1108/el-12-2018-0245","title":"An efficient semantic recommender method forArabic text","display_name":"An efficient semantic recommender method forArabic text","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2948924989","doi":"https://doi.org/10.1108/el-12-2018-0245","mag":"2948924989"},"language":"en","primary_location":{"id":"doi:10.1108/el-12-2018-0245","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-12-2018-0245","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","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/A5006946490","display_name":"Bilal Hawashin","orcid":"https://orcid.org/0000-0002-4913-6940"},"institutions":[{"id":"https://openalex.org/I145019703","display_name":"Al-Zaytoonah University of Jordan","ror":"https://ror.org/04a5b0p13","country_code":"JO","type":"education","lineage":["https://openalex.org/I145019703"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Bilal Hawashin","raw_affiliation_strings":["Al-Zaytoonah University of Jordan, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Zaytoonah University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I145019703"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032974396","display_name":"Shadi AlZu\u2019bi","orcid":"https://orcid.org/0000-0003-4173-2323"},"institutions":[{"id":"https://openalex.org/I145019703","display_name":"Al-Zaytoonah University of Jordan","ror":"https://ror.org/04a5b0p13","country_code":"JO","type":"education","lineage":["https://openalex.org/I145019703"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Shadi Alzubi","raw_affiliation_strings":["Al-Zaytoonah University of Jordan, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Zaytoonah University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I145019703"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058946854","display_name":"Tarek Kanan","orcid":"https://orcid.org/0000-0003-2777-8077"},"institutions":[{"id":"https://openalex.org/I145019703","display_name":"Al-Zaytoonah University of Jordan","ror":"https://ror.org/04a5b0p13","country_code":"JO","type":"education","lineage":["https://openalex.org/I145019703"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Tarek Kanan","raw_affiliation_strings":["Al-Zaytoonah University of Jordan, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Zaytoonah University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I145019703"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070815285","display_name":"Ayman Mansour","orcid":"https://orcid.org/0000-0001-7086-1613"},"institutions":[{"id":"https://openalex.org/I114432678","display_name":"Tafila Technical University","ror":"https://ror.org/04jzmk773","country_code":"JO","type":"education","lineage":["https://openalex.org/I114432678"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ayman Mansour","raw_affiliation_strings":["Tafila Technical University, Tafila, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tafila Technical University, Tafila, Jordan","institution_ids":["https://openalex.org/I114432678"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.8747,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.98041054,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"37","issue":"2","first_page":"263","last_page":"280"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9993000030517578,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9959999918937683,"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/wordnet","display_name":"WordNet","score":0.8532605767250061},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8462685346603394},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.8090333938598633},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7983787655830383},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.7276606559753418},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6072078943252563},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5891952514648438},{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"Singular value decomposition","score":0.5189459323883057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47504425048828125},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.4525817632675171},{"id":"https://openalex.org/keywords/semantic-computing","display_name":"Semantic computing","score":0.4128514528274536},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.2586621642112732},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.09418195486068726}],"concepts":[{"id":"https://openalex.org/C157659113","wikidata":"https://www.wikidata.org/wiki/Q533822","display_name":"WordNet","level":2,"score":0.8532605767250061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8462685346603394},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.8090333938598633},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7983787655830383},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.7276606559753418},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6072078943252563},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5891952514648438},{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.5189459323883057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47504425048828125},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.4525817632675171},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.4128514528274536},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.2586621642112732},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.09418195486068726},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/el-12-2018-0245","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-12-2018-0245","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W88705112","https://openalex.org/W146619980","https://openalex.org/W1530276735","https://openalex.org/W1629473008","https://openalex.org/W1922920246","https://openalex.org/W1966553486","https://openalex.org/W1971040550","https://openalex.org/W2005481889","https://openalex.org/W2040789505","https://openalex.org/W2042281163","https://openalex.org/W2092929923","https://openalex.org/W2093825590","https://openalex.org/W2107478203","https://openalex.org/W2109001898","https://openalex.org/W2111754283","https://openalex.org/W2116702211","https://openalex.org/W2123701797","https://openalex.org/W2147654806","https://openalex.org/W2147859400","https://openalex.org/W2163419627","https://openalex.org/W2167416412","https://openalex.org/W2169958006","https://openalex.org/W2171849943","https://openalex.org/W2258458006","https://openalex.org/W2550807103","https://openalex.org/W2750947509","https://openalex.org/W2792597990","https://openalex.org/W2797896491","https://openalex.org/W2800942883","https://openalex.org/W2810349319","https://openalex.org/W2894072197","https://openalex.org/W2898632202","https://openalex.org/W2902288183","https://openalex.org/W2902819787","https://openalex.org/W2908073448","https://openalex.org/W2909797865","https://openalex.org/W3035812881","https://openalex.org/W4245605774"],"related_works":["https://openalex.org/W2043952800","https://openalex.org/W2957377172","https://openalex.org/W2165693052","https://openalex.org/W2164877079","https://openalex.org/W2113471940","https://openalex.org/W2569513598","https://openalex.org/W2907883452","https://openalex.org/W101928771","https://openalex.org/W147795432","https://openalex.org/W2047143235"],"abstract_inverted_index":{"Purpose":[0],"This":[1],"paper":[2],"aims":[3],"to":[4,21,28,32,143,151,230],"propose":[5],"a":[6,140,200],"new":[7],"efficient":[8,89],"semantic":[9,17,37,44,50,55,78,146,202,212,217],"recommender":[10,26,67,110,169,203],"method":[11,79,204,210],"for":[12,113,173,205],"Arabic":[13,53,95,121,126,182,195,206],"content.":[14],"Design/methodology/approach":[15],"Three":[16],"similarities":[18,41,58,64,218],"were":[19,59,171,219],"proposed":[20,40,77,109,172,220],"be":[22],"integrated":[23],"with":[24,61],"the":[25,36,62,70,76,91,133,145,153,156,164,187,228,238],"system":[27,111],"improve":[29,152],"its":[30],"ability":[31],"recommend":[33],"based":[34],"on":[35,94,120,181,194],"aspect.":[38],"The":[39,123,158],"are":[42,87,163],"CHI-based":[43,81],"similarity,":[45,213],"singular":[46],"value":[47],"decomposition":[48],"(SVD)-based":[49],"similarity":[51,82,86],"and":[52,83,101,176,221],"WordNet-based":[54],"similarity.":[56],"These":[57],"compared":[60],"existing":[63,92],"used":[65,192],"by":[66],"systems":[68],"from":[69,136],"literature.":[71,134,239],"Findings":[72],"Experiments":[73],"show":[74],"that":[75],"using":[80,84],"SVD-based":[85],"more":[88,231],"than":[90],"methods":[93,112,170,193],"text":[96,175],"in":[97,132,233,237],"term":[98],"of":[99,125,155,160,189],"accuracy":[100,154],"execution":[102],"time.":[103],"Originality/value":[104],"Although":[105],"many":[106,168],"previous":[107],"works":[108,118],"English":[114,174],"text,":[115,183],"very":[116],"few":[117],"concentrated":[119],"Text.":[122],"field":[124],"Recommender":[127],"Systems":[128],"is":[129,139],"largely":[130],"understudied":[131,235],"Aside":[135],"this,":[137],"there":[138],"vital":[141],"need":[142],"consider":[144],"relationships":[147],"behind":[148],"user":[149],"preferences":[150],"recommendations.":[157],"contributions":[159],"this":[161,184,209,224,234],"work":[162,185,225],"following.":[165],"First,":[166],"as":[167],"have":[177],"never":[178],"been":[179],"tested":[180],"compares":[186],"performance":[188],"these":[190],"widely":[191],"text.":[196,207],"Second,":[197],"it":[198],"proposes":[199],"novel":[201,215],"As":[208],"uses":[211],"three":[214],"base":[216],"evaluated.":[222],"Third,":[223],"would":[226],"direct":[227],"attention":[229],"studies":[232],"topic":[236]},"counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
