{"id":"https://openalex.org/W4409370300","doi":"https://doi.org/10.1007/s40747-025-01834-8","title":"Graph-based adaptive feature fusion neural network model for person-job fit","display_name":"Graph-based adaptive feature fusion neural network model for person-job fit","publication_year":2025,"publication_date":"2025-04-11","ids":{"openalex":"https://openalex.org/W4409370300","doi":"https://doi.org/10.1007/s40747-025-01834-8"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-01834-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01834-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01834-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01834-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077525432","display_name":"Xue Xia","orcid":"https://orcid.org/0000-0002-4926-386X"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xia Xue","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065162475","display_name":"Feilong Wang","orcid":"https://orcid.org/0000-0002-8100-3670"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feilong Wang","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461883","display_name":"Jingwen Wang","orcid":"https://orcid.org/0000-0002-7413-2781"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingwen Wang","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045461032","display_name":"Bo Ma","orcid":"https://orcid.org/0000-0002-8501-772X"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Ma","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113389915","display_name":"Yuyang Yu","orcid":"https://orcid.org/0009-0004-5002-6898"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyang Yu","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087496506","display_name":"Shuling Gao","orcid":"https://orcid.org/0000-0001-7369-0821"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuling Gao","raw_affiliation_strings":["School of Foreign Languages, Northwest University, Xi\u2019an, 710127, China"],"affiliations":[{"raw_affiliation_string":"School of Foreign Languages, Northwest University, Xi\u2019an, 710127, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394829","display_name":"Jing Chen","orcid":"https://orcid.org/0000-0001-8305-9291"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Chen","raw_affiliation_strings":["School of Transportation Engineering, Chang\u2019an University, Xi\u2019an, 710064, China"],"affiliations":[{"raw_affiliation_string":"School of Transportation Engineering, Chang\u2019an University, Xi\u2019an, 710064, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085555898","display_name":"Baoli Wang","orcid":"https://orcid.org/0000-0001-8972-044X"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoli Wang","raw_affiliation_strings":["Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China"],"affiliations":[{"raw_affiliation_string":"Maths and Information Technology School, Yuncheng University, Yuncheng, 044000, China","institution_ids":["https://openalex.org/I110262843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5077525432"],"corresponding_institution_ids":["https://openalex.org/I110262843"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":2.2283,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88128179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9991999864578247,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9991999864578247,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9527000188827515,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computational-intelligence","display_name":"Computational intelligence","score":0.7058220505714417},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6395292282104492},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5753324031829834},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5495431423187256},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5115240812301636},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4638497829437256},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3895578980445862},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3279879689216614},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.21291878819465637}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7058220505714417},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6395292282104492},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5753324031829834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5495431423187256},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5115240812301636},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4638497829437256},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3895578980445862},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3279879689216614},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.21291878819465637},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-01834-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01834-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01834-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:911ae713a0a944e2bf0383fd59037e80","is_oa":true,"landing_page_url":"https://doaj.org/article/911ae713a0a944e2bf0383fd59037e80","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 5, Pp 1-14 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-01834-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01834-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01834-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1492706270","display_name":null,"funder_award_id":"02402","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3078953789","display_name":null,"funder_award_id":"202403","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4561912836","display_name":null,"funder_award_id":"62107006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6048975038","display_name":null,"funder_award_id":"2022003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320316907","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409370300.pdf","grobid_xml":"https://content.openalex.org/works/W4409370300.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1566773348","https://openalex.org/W1994092846","https://openalex.org/W2024018222","https://openalex.org/W2041166092","https://openalex.org/W2120615054","https://openalex.org/W2128424290","https://openalex.org/W2136189984","https://openalex.org/W2140036815","https://openalex.org/W2157587020","https://openalex.org/W2250966211","https://openalex.org/W2251287417","https://openalex.org/W2251427843","https://openalex.org/W2483593449","https://openalex.org/W2508865106","https://openalex.org/W2514580099","https://openalex.org/W2566480286","https://openalex.org/W2743064457","https://openalex.org/W2773879121","https://openalex.org/W2893564970","https://openalex.org/W2894982503","https://openalex.org/W2896140001","https://openalex.org/W2963868026","https://openalex.org/W2970641574","https://openalex.org/W2989031759","https://openalex.org/W2996255653","https://openalex.org/W3035490055","https://openalex.org/W3100612294","https://openalex.org/W3120273321","https://openalex.org/W3136785681","https://openalex.org/W3173220653","https://openalex.org/W4281693291","https://openalex.org/W4281876090","https://openalex.org/W4291158197","https://openalex.org/W4311725169","https://openalex.org/W4387367868","https://openalex.org/W4399435690","https://openalex.org/W4402636376","https://openalex.org/W4402826803"],"related_works":["https://openalex.org/W2736674626","https://openalex.org/W2973875853","https://openalex.org/W3147584709","https://openalex.org/W2391251536","https://openalex.org/W2961085424","https://openalex.org/W2977677679","https://openalex.org/W2362198218","https://openalex.org/W1992327129","https://openalex.org/W2019521278","https://openalex.org/W1984922432"],"abstract_inverted_index":{"Abstract":[0],"Online":[1],"recruitment":[2,90],"services":[3],"are":[4],"rapidly":[5],"transforming":[6],"traditional":[7],"hiring":[8],"practices":[9],"in":[10,168,173],"the":[11,40,49,63,77,93,111,114,123,129,132,137,141,145,151,159,169],"job":[12,30,71,146],"market.":[13],"Accurate":[14],"person-job":[15,25,152,170],"fit":[16,26,153,171],"is":[17,84,97,119],"crucial":[18],"for":[19],"intelligent":[20],"recruitment.":[21],"Previous":[22],"studies":[23],"on":[24,87],"fail":[27],"to":[28,104,121],"explore":[29],"seekers\u2019":[31],"resume":[32,44,74,95],"information":[33],"from":[34],"a":[35,53,81,100,106],"multi-perspective":[36],"approach,":[37],"and":[38,73,92,125,131,166,179],"neglect":[39],"sustainable":[41],"learning":[42],"of":[43,70,110,128,136,144,175],"features.":[45],"To":[46],"address":[47],"this,":[48],"present":[50],"paper":[51],"proposes":[52],"Graph-based":[54],"Person-Job":[55],"Fit":[56],"Neural":[57],"Network":[58],"Fusion":[59],"(GPJFNNF)":[60],"model.":[61,79],"Specifically,":[62],"model":[64,161],"first":[65],"generates":[66],"local":[67,124],"semantic":[68,108,134,142],"representations":[69],"requirements":[72],"text":[75],"using":[76],"BERT":[78],"Next,":[80],"graph":[82,96,101],"structure":[83],"constructed":[85,94],"based":[86],"historical":[88],"successful":[89],"records,":[91],"input":[98,149],"into":[99,150],"neural":[102],"network":[103],"obtain":[105],"global":[107,126],"representation":[109,135,143],"resume.":[112],"Finally,":[113],"adaptive":[115],"feature":[116],"fusion":[117],"mechanism":[118],"used":[120],"fuse":[122],"semantics":[127],"resume,":[130,138],"final":[133],"along":[139],"with":[140],"requirements,":[147],"being":[148],"layer.":[154],"Experimental":[155],"results":[156],"demonstrate":[157],"that":[158],"proposed":[160],"achieves":[162],"94.63%,":[163],"94.15%,":[164],"95.04%,":[165],"94.59%":[167],"task":[172],"terms":[174],"accuracy,":[176],"precision,":[177],"recall,":[178],"F1,":[180],"respectively,":[181],"significantly":[182],"outperforming":[183],"state-of-the-art":[184],"baselines.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}