{"id":"https://openalex.org/W4311051464","doi":"https://doi.org/10.3390/bdcc6040147","title":"NLP-Based Bi-Directional Recommendation System: Towards Recommending Jobs to Job Seekers and Resumes to Recruiters","display_name":"NLP-Based Bi-Directional Recommendation System: Towards Recommending Jobs to Job Seekers and Resumes to Recruiters","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4311051464","doi":"https://doi.org/10.3390/bdcc6040147"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc6040147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6040147","pdf_url":"https://www.mdpi.com/2504-2289/6/4/147/pdf?version=1669881217","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/6/4/147/pdf?version=1669881217","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043749261","display_name":"Suleiman Ali Alsaif","orcid":"https://orcid.org/0000-0003-4699-6432"},"institutions":[{"id":"https://openalex.org/I76571253","display_name":"Imam Abdulrahman Bin Faisal University","ror":"https://ror.org/038cy8j79","country_code":"SA","type":"education","lineage":["https://openalex.org/I76571253"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Suleiman Ali Alsaif","raw_affiliation_strings":["Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-4699-6432","affiliations":[{"raw_affiliation_string":"Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia","institution_ids":["https://openalex.org/I76571253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032592656","display_name":"Minyar Sassi Hidri","orcid":"https://orcid.org/0000-0002-0417-6586"},"institutions":[{"id":"https://openalex.org/I76571253","display_name":"Imam Abdulrahman Bin Faisal University","ror":"https://ror.org/038cy8j79","country_code":"SA","type":"education","lineage":["https://openalex.org/I76571253"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Minyar Sassi Hidri","raw_affiliation_strings":["Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-0417-6586","affiliations":[{"raw_affiliation_string":"Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia","institution_ids":["https://openalex.org/I76571253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037282785","display_name":"Imen Ferjani","orcid":"https://orcid.org/0000-0001-6021-8376"},"institutions":[{"id":"https://openalex.org/I76571253","display_name":"Imam Abdulrahman Bin Faisal University","ror":"https://ror.org/038cy8j79","country_code":"SA","type":"education","lineage":["https://openalex.org/I76571253"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Imen Ferjani","raw_affiliation_strings":["Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6021-8376","affiliations":[{"raw_affiliation_string":"Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia","institution_ids":["https://openalex.org/I76571253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050398112","display_name":"Hassan Ahmed Eleraky","orcid":"https://orcid.org/0000-0001-6485-3713"},"institutions":[{"id":"https://openalex.org/I76571253","display_name":"Imam Abdulrahman Bin Faisal University","ror":"https://ror.org/038cy8j79","country_code":"SA","type":"education","lineage":["https://openalex.org/I76571253"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hassan Ahmed Eleraky","raw_affiliation_strings":["Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6485-3713","affiliations":[{"raw_affiliation_string":"Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia","institution_ids":["https://openalex.org/I76571253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071945203","display_name":"Adel Hidri","orcid":"https://orcid.org/0000-0003-0222-8562"},"institutions":[{"id":"https://openalex.org/I76571253","display_name":"Imam Abdulrahman Bin Faisal University","ror":"https://ror.org/038cy8j79","country_code":"SA","type":"education","lineage":["https://openalex.org/I76571253"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Adel Hidri","raw_affiliation_strings":["Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-0222-8562","affiliations":[{"raw_affiliation_string":"Computer Department, Deanship of Preparatory Year and Supporting Studies, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia","institution_ids":["https://openalex.org/I76571253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5032592656"],"corresponding_institution_ids":["https://openalex.org/I76571253"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":5.6883,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.96512745,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"6","issue":"4","first_page":"147","last_page":"147"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.9997000098228455,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9991999864578247,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9947999715805054,"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/seekers","display_name":"Seekers","score":0.8657181262969971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6969035267829895},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.6352546811103821},{"id":"https://openalex.org/keywords/job-analysis","display_name":"Job analysis","score":0.5710145235061646},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5410008430480957},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.47191551327705383},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4670025110244751},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4621570408344269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3405732214450836},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.325566828250885},{"id":"https://openalex.org/keywords/job-satisfaction","display_name":"Job satisfaction","score":0.16317349672317505},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15538358688354492},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.10584533214569092},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09886425733566284},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0938829779624939}],"concepts":[{"id":"https://openalex.org/C2776493517","wikidata":"https://www.wikidata.org/wiki/Q1479542","display_name":"Seekers","level":2,"score":0.8657181262969971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6969035267829895},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6352546811103821},{"id":"https://openalex.org/C58346731","wikidata":"https://www.wikidata.org/wiki/Q627339","display_name":"Job analysis","level":3,"score":0.5710145235061646},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5410008430480957},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.47191551327705383},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4670025110244751},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4621570408344269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3405732214450836},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.325566828250885},{"id":"https://openalex.org/C2718322","wikidata":"https://www.wikidata.org/wiki/Q629463","display_name":"Job satisfaction","level":2,"score":0.16317349672317505},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15538358688354492},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.10584533214569092},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09886425733566284},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0938829779624939},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/bdcc6040147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6040147","pdf_url":"https://www.mdpi.com/2504-2289/6/4/147/pdf?version=1669881217","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c4a10a36e7046b3be6a58ffa1ee2cd8","is_oa":true,"landing_page_url":"https://doaj.org/article/9c4a10a36e7046b3be6a58ffa1ee2cd8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 6, Iss 4, p 147 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2504-2289/6/4/147/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/bdcc6040147","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing; Volume 6; Issue 4; Pages: 147","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/bdcc6040147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6040147","pdf_url":"https://www.mdpi.com/2504-2289/6/4/147/pdf?version=1669881217","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4300000071525574,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4311051464.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1680797894","https://openalex.org/W1846261984","https://openalex.org/W1880262756","https://openalex.org/W1968468426","https://openalex.org/W2028742638","https://openalex.org/W2061235289","https://openalex.org/W2082092506","https://openalex.org/W2113641473","https://openalex.org/W2147152072","https://openalex.org/W2337327449","https://openalex.org/W2611669587","https://openalex.org/W2766294492","https://openalex.org/W2951559648","https://openalex.org/W2952230511","https://openalex.org/W2984100107","https://openalex.org/W2998704965","https://openalex.org/W3010690134","https://openalex.org/W3014901735","https://openalex.org/W3040683934","https://openalex.org/W3130481949","https://openalex.org/W3136769856","https://openalex.org/W3151651502","https://openalex.org/W3176496359","https://openalex.org/W3186823042","https://openalex.org/W3188499637","https://openalex.org/W3192662101","https://openalex.org/W3195223948","https://openalex.org/W3197102031","https://openalex.org/W3197879852","https://openalex.org/W3214386850","https://openalex.org/W3216487930","https://openalex.org/W4200338540","https://openalex.org/W4205161829","https://openalex.org/W4205391960","https://openalex.org/W4205625177","https://openalex.org/W4210650276","https://openalex.org/W4212809008","https://openalex.org/W4230460598","https://openalex.org/W4282835044","https://openalex.org/W4283171049","https://openalex.org/W4283776267","https://openalex.org/W4285142720","https://openalex.org/W4285719710","https://openalex.org/W4285806565","https://openalex.org/W4295955103","https://openalex.org/W4297988358","https://openalex.org/W4309215243","https://openalex.org/W6639619044","https://openalex.org/W6640281019","https://openalex.org/W6680532216","https://openalex.org/W6683738474"],"related_works":["https://openalex.org/W2146683837","https://openalex.org/W3142257907","https://openalex.org/W2890038060","https://openalex.org/W1489263010","https://openalex.org/W2765316354","https://openalex.org/W3149572812","https://openalex.org/W3124838578","https://openalex.org/W1500637420","https://openalex.org/W2184226000","https://openalex.org/W1918123646"],"abstract_inverted_index":{"For":[0,176],"more":[1],"than":[2],"ten":[3],"years,":[4],"online":[5],"job":[6,14,42,56,90,118,129,133,136,167,190,197],"boards":[7],"have":[8],"provided":[9,25],"their":[10,71,132,145],"services":[11,26],"to":[12,20,65,113,143],"both":[13,41,115],"seekers":[15,43,57,137],"and":[16,44,69,86,98,117,135,162,188,196],"employers":[17],"who":[18],"want":[19],"hire":[21],"potential":[22,84],"candidates.":[23],"The":[24,46,202,212],"are":[27,63],"generally":[28],"based":[29,106,182],"on":[30,107,166,183],"traditional":[31],"information":[32,191],"retrieval":[33],"techniques,":[34],"which":[35],"may":[36,58],"not":[37,231],"be":[38,59],"appropriate":[39],"for":[40,55,80,127],"employers.":[45],"reason":[47],"is":[48,76,205,217],"that":[49,226],"the":[50,124,140,184,227,234,242],"number":[51],"of":[52,96,159,186,214,236],"produced":[53],"results":[54,224],"enormous.":[60],"Therefore,":[61],"they":[62],"required":[64],"spend":[66],"time":[67],"reading":[68],"reviewing":[70],"finding":[72],"criteria.":[73],"Reciprocally,":[74],"recruitment":[75],"a":[77,93,103,111,179,208],"crucial":[78],"process":[79],"every":[81,128],"organization.":[82],"Identifying":[83],"candidates":[85,126],"matching":[87],"them":[88],"with":[89],"offers":[91,168],"requires":[92],"wide":[94],"range":[95],"expertise":[97],"knowledge.":[99],"This":[100],"article":[101],"proposes":[102],"reciprocal":[104],"recommendation":[105],"bi-directional":[108,177,237],"correspondence":[109],"as":[110],"way":[112],"support":[114,221],"recruiters\u2019":[116],"seekers\u2019":[119],"work.":[120],"Recruiters":[121],"can":[122,138,152,230],"find":[123,139],"best-fit":[125],"position":[130],"in":[131,155,169],"postings,":[134],"best-match":[141],"jobs":[142],"match":[144],"resumes.":[146],"We":[147],"show":[148],"how":[149],"machine":[150],"learning":[151],"solve":[153,233],"problems":[154],"natural":[156],"language":[157],"processing":[158],"text":[160],"content":[161],"similarity":[163,180],"scores":[164],"depending":[165],"major":[170],"Saudi":[171],"cities":[172],"scraped":[173],"from":[174,192],"Indeed.":[175],"matching,":[178],"calculation":[181],"integration":[185],"explicit":[187],"implicit":[189],"two":[193],"sides":[194],"(recruiters":[195],"seekers)":[198],"has":[199],"been":[200],"used.":[201],"proposed":[203,228],"system":[204,229],"evaluated":[206,218],"using":[207,219],"resume/job":[209],"offer":[210],"dataset.":[211],"performance":[213],"generated":[215],"recommendations":[216],"decision":[220],"measures.":[222],"Obtained":[223],"confirm":[225],"only":[232],"problem":[235],"recommendation,":[238],"but":[239],"also":[240],"improve":[241],"prediction":[243],"accuracy.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":9}],"updated_date":"2026-06-10T14:10:52.464848","created_date":"2025-10-10T00:00:00"}
