{"id":"https://openalex.org/W2886180188","doi":"https://doi.org/10.1177/0165551518792210","title":"Word-embedding-based pseudo-relevance feedback for Arabic information retrieval","display_name":"Word-embedding-based pseudo-relevance feedback for Arabic information retrieval","publication_year":2018,"publication_date":"2018-08-09","ids":{"openalex":"https://openalex.org/W2886180188","doi":"https://doi.org/10.1177/0165551518792210","mag":"2886180188"},"language":"en","primary_location":{"id":"doi:10.1177/0165551518792210","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0165551518792210","pdf_url":null,"source":{"id":"https://openalex.org/S68913162","display_name":"Journal of Information Science","issn_l":"0165-5515","issn":["0165-5515","1741-6485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Science","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/A5009342678","display_name":"Abdelkader El Mahdaouy","orcid":"https://orcid.org/0000-0003-4281-2472"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I4210116740","display_name":"Laboratoire d'Informatique et d'Automatique pour les Syst\u00e8mes","ror":"https://ror.org/02b5vq778","country_code":"FR","type":"facility","lineage":["https://openalex.org/I32881790","https://openalex.org/I4210116740"]},{"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"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR","MA"],"is_corresponding":true,"raw_author_name":"Abdelkader El Mahdaouy","raw_affiliation_strings":["LIM Laboratory, Faculty of Sciences Dhar el Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco","Universit\u00e9 Grenoble Alpes, CNRS, Grenoble INP, LIG, F-38000 Grenoble, France","Analyse de donn\u00e9es, Mod\u00e9lisation et Apprentissage automatique [Grenoble]","Laboratoire d'Informatique de Grenoble","Universit\u00e9 Grenoble Alpes [2016-2019]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIM Laboratory, Faculty of Sciences Dhar el Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]},{"raw_affiliation_string":"Universit\u00e9 Grenoble Alpes, CNRS, Grenoble INP, LIG, F-38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]},{"raw_affiliation_string":"Analyse de donn\u00e9es, Mod\u00e9lisation et Apprentissage automatique [Grenoble]","institution_ids":["https://openalex.org/I4210116740"]},{"raw_affiliation_string":"Laboratoire d'Informatique de Grenoble","institution_ids":["https://openalex.org/I4210104430"]},{"raw_affiliation_string":"Universit\u00e9 Grenoble Alpes [2016-2019]","institution_ids":["https://openalex.org/I899635006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084532237","display_name":"Sa\u00efd Ouatik El Alaoui","orcid":"https://orcid.org/0000-0003-1194-0578"},"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":"Sa\u00efd Ouatik El Alaoui","raw_affiliation_strings":["LIM Laboratory, Faculty of Sciences Dhar el Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco","Universit\u00e9 Sidi Mohamed Ben Abdellah"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIM Laboratory, Faculty of Sciences Dhar el Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]},{"raw_affiliation_string":"Universit\u00e9 Sidi Mohamed Ben Abdellah","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014352159","display_name":"\u00c9ric Gaussier","orcid":"https://orcid.org/0000-0002-8858-3233"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I4210116740","display_name":"Laboratoire d'Informatique et d'Automatique pour les Syst\u00e8mes","ror":"https://ror.org/02b5vq778","country_code":"FR","type":"facility","lineage":["https://openalex.org/I32881790","https://openalex.org/I4210116740"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Eric Gaussier","raw_affiliation_strings":["Universit\u00e9 Grenoble Alpes, CNRS, Grenoble INP, LIG, F-38000 Grenoble, France","Analyse de donn\u00e9es, Mod\u00e9lisation et Apprentissage automatique [Grenoble]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Grenoble Alpes, CNRS, Grenoble INP, LIG, F-38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]},{"raw_affiliation_string":"Analyse de donn\u00e9es, Mod\u00e9lisation et Apprentissage automatique [Grenoble]","institution_ids":["https://openalex.org/I4210116740"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009342678"],"corresponding_institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I4210116740","https://openalex.org/I81605866","https://openalex.org/I899635006"],"apc_list":null,"apc_paid":null,"fwci":7.7754,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.97421778,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"45","issue":"4","first_page":"429","last_page":"442"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9983999729156494,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9983999729156494,"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":0.9980999827384949,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9976000189781189,"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/relevance-feedback","display_name":"Relevance feedback","score":0.749768853187561},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7208257913589478},{"id":"https://openalex.org/keywords/query-expansion","display_name":"Query expansion","score":0.7173859477043152},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5755651593208313},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5692976117134094},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.538658082485199},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5114118456840515},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.48215219378471375},{"id":"https://openalex.org/keywords/vocabulary","display_name":"Vocabulary","score":0.475516140460968},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.4627651572227478},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.43853744864463806},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.4247526228427887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39864760637283325},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3978726267814636},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3780618906021118},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17651861906051636},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.10545739531517029}],"concepts":[{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.749768853187561},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7208257913589478},{"id":"https://openalex.org/C99016210","wikidata":"https://www.wikidata.org/wiki/Q5488129","display_name":"Query expansion","level":2,"score":0.7173859477043152},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5755651593208313},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5692976117134094},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.538658082485199},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5114118456840515},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.48215219378471375},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.475516140460968},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.4627651572227478},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.43853744864463806},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.4247526228427887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39864760637283325},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3978726267814636},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3780618906021118},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17651861906051636},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.10545739531517029},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","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},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1177/0165551518792210","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0165551518792210","pdf_url":null,"source":{"id":"https://openalex.org/S68913162","display_name":"Journal of Information Science","issn_l":"0165-5515","issn":["0165-5515","1741-6485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Science","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-02132288v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02132288","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Information Science, 2018, pp.016555151879221. ⟨10.1177/0165551518792210⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7099999785423279}],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1466209","https://openalex.org/W30790492","https://openalex.org/W1544455437","https://openalex.org/W1614298861","https://openalex.org/W1897154244","https://openalex.org/W1993692165","https://openalex.org/W2033937535","https://openalex.org/W2034117506","https://openalex.org/W2055981215","https://openalex.org/W2096866608","https://openalex.org/W2099490002","https://openalex.org/W2105157020","https://openalex.org/W2130298205","https://openalex.org/W2152784831","https://openalex.org/W2250539671","https://openalex.org/W2251803266","https://openalex.org/W2252185379","https://openalex.org/W2270593706","https://openalex.org/W2313870299","https://openalex.org/W2340990333","https://openalex.org/W2405884322","https://openalex.org/W2468421329","https://openalex.org/W2471147443","https://openalex.org/W2484648951","https://openalex.org/W2515351093","https://openalex.org/W2531638282","https://openalex.org/W2537515450","https://openalex.org/W2539104130","https://openalex.org/W2767182030","https://openalex.org/W2771976988","https://openalex.org/W2785096384","https://openalex.org/W2911456401","https://openalex.org/W4206527903","https://openalex.org/W4206765718","https://openalex.org/W4240913316","https://openalex.org/W4245848455","https://openalex.org/W4246858749","https://openalex.org/W4248069111","https://openalex.org/W4254065450","https://openalex.org/W6628905179"],"related_works":["https://openalex.org/W4234076403","https://openalex.org/W2382153208","https://openalex.org/W1160915619","https://openalex.org/W2148159239","https://openalex.org/W2027155619","https://openalex.org/W2577784223","https://openalex.org/W2139865316","https://openalex.org/W2230616111","https://openalex.org/W3010113995","https://openalex.org/W2692736970"],"abstract_inverted_index":{"Pseudo-relevance":[0],"feedback":[1],"(PRF)":[2],"is":[3,78],"a":[4,59],"very":[5],"effective":[6,29],"query":[7,52,100],"expansion":[8,15,41,81],"approach,":[9],"which":[10],"reformulates":[11],"queries":[12,37],"by":[13,138],"selecting":[14],"terms":[16,42,82],"from":[17],"top":[18,90],"k":[19],"pseudo-relevant":[20,91],"documents.":[21],"Although":[22],"standard":[23,107],"PRF":[24,68,123,129],"models":[25,69],"have":[26],"been":[27],"proven":[28],"to":[30,49,61,79,97],"deal":[31],"with":[32,94],"vocabulary":[33],"mismatch":[34],"between":[35],"users\u2019":[36],"and":[38,140,148],"relevant":[39],"documents,":[40],"are":[43,103],"selected":[44],"without":[45],"considering":[46],"their":[47,84,95,127],"similarity":[48,66,96],"the":[50,87,98,106,134,143,149],"original":[51,99],"terms.":[53,101],"In":[54],"this":[55],"article,":[56],"we":[57],"propose":[58],"method":[60],"incorporate":[62],"word":[63],"embedding":[64],"(WE)":[65],"into":[67],"for":[70,142],"Arabic":[71,108],"information":[72],"retrieval":[73],"(IR).":[74],"The":[75,117],"main":[76],"idea":[77],"select":[80],"using":[83,112],"distribution":[85],"in":[86],"set":[88],"of":[89],"documents":[92],"along":[93],"Experiments":[102],"conducted":[104],"on":[105],"TREC":[109],"2001/2002":[110],"collection":[111],"three":[113],"neural":[114],"WE":[115],"models.":[116,130],"obtained":[118],"results":[119],"show":[120],"that":[121],"our":[122],"extensions":[124],"significantly":[125],"outperform":[126],"baseline":[128,135],"Moreover,":[131],"they":[132],"enhanced":[133],"IR":[136],"model":[137],"22%":[139],"68%":[141],"mean":[144],"average":[145],"precision":[146],"(MAP)":[147],"robustness":[150],"index":[151],"(RI),":[152],"respectively.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-26T07:53:14.480251","created_date":"2025-10-10T00:00:00"}