{"id":"https://openalex.org/W4313525444","doi":"https://doi.org/10.1109/bibm55620.2022.9995543","title":"Knowledge-Enhanced Dual Graph Neural Network for Robust Medicine Recommendation","display_name":"Knowledge-Enhanced Dual Graph Neural Network for Robust Medicine Recommendation","publication_year":2022,"publication_date":"2022-12-06","ids":{"openalex":"https://openalex.org/W4313525444","doi":"https://doi.org/10.1109/bibm55620.2022.9995543"},"language":"en","primary_location":{"id":"doi:10.1109/bibm55620.2022.9995543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm55620.2022.9995543","pdf_url":null,"source":{"id":"https://openalex.org/S4363607730","display_name":"2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5076986736","display_name":"Xingwang Li","orcid":"https://orcid.org/0000-0002-0907-6517"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingwang Li","raw_affiliation_strings":["Dalian Maritime University,School of Information Science and Technology,Dalian,China","School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Maritime University,School of Information Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046020427","display_name":"Yijia Zhang","orcid":"https://orcid.org/0000-0002-5843-4675"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijia Zhang","raw_affiliation_strings":["Dalian Maritime University,School of Information Science and Technology,Dalian,China","School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Maritime University,School of Information Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370452","display_name":"Jian Wang","orcid":"https://orcid.org/0000-0002-4656-7446"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wang","raw_affiliation_strings":["Dalian University of Technology,School of Computer Science and Technology,Dalian,China","School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Computer Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052104124","display_name":"Mingyu Lu","orcid":"https://orcid.org/0000-0002-8663-9870"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyu Lu","raw_affiliation_strings":["Dalian Maritime University,School of Information Science and Technology,Dalian,China","School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Maritime University,School of Information Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023931221","display_name":"Hongfei Lin","orcid":"https://orcid.org/0000-0003-0872-7688"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongfei Lin","raw_affiliation_strings":["Dalian University of Technology,School of Computer Science and Technology,Dalian,China","School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Computer Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5304,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91530598,"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":"477","last_page":"482"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9944000244140625,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7251440286636353},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.6285966634750366},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6206119656562805},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5269019603729248},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4892697036266327},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48287728428840637},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4739784598350525},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39184948801994324},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.20806309580802917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7251440286636353},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.6285966634750366},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6206119656562805},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5269019603729248},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4892697036266327},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48287728428840637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4739784598350525},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39184948801994324},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.20806309580802917},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm55620.2022.9995543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm55620.2022.9995543","pdf_url":null,"source":{"id":"https://openalex.org/S4363607730","display_name":"2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1986159170","https://openalex.org/W2022476850","https://openalex.org/W2119002393","https://openalex.org/W2396881363","https://openalex.org/W2744140371","https://openalex.org/W2805089815","https://openalex.org/W2963271116","https://openalex.org/W2963806310","https://openalex.org/W2964068143","https://openalex.org/W3034689791","https://openalex.org/W3080913355","https://openalex.org/W3109067582","https://openalex.org/W3133128010","https://openalex.org/W3168547821","https://openalex.org/W3174396085","https://openalex.org/W3187287398","https://openalex.org/W3189998517","https://openalex.org/W3192905713","https://openalex.org/W4200046635","https://openalex.org/W4200456283","https://openalex.org/W4213431550","https://openalex.org/W4220813865","https://openalex.org/W4220894606","https://openalex.org/W4224035645","https://openalex.org/W4225668955","https://openalex.org/W4226237694","https://openalex.org/W4297733535","https://openalex.org/W6631190155","https://openalex.org/W6726186668","https://openalex.org/W6745537798","https://openalex.org/W6799934773"],"related_works":["https://openalex.org/W2468279273","https://openalex.org/W2354198838","https://openalex.org/W1989130879","https://openalex.org/W2103419012","https://openalex.org/W2988126442","https://openalex.org/W1974414866","https://openalex.org/W2063982682","https://openalex.org/W2338543196","https://openalex.org/W1544691147","https://openalex.org/W2113565103"],"abstract_inverted_index":{"Medicine":[0],"recommendation":[1],"assists":[2],"physicians":[3],"in":[4,12,151],"automatically":[5],"providing":[6],"medicine":[7,20,33,56,76,90],"combinations,":[8],"which":[9,87],"is":[10,52],"critical":[11],"health":[13,27],"care.":[14],"Existing":[15],"efforts":[16],"focus":[17],"on":[18,23,114,136],"making":[19],"recommendations":[21],"based":[22,113],"the":[24,39,104,109,120,127,133,137,148],"patient\u2019s":[25],"electronic":[26],"record(EHR).":[28],"However,":[29],"they":[30],"ignore":[31],"external":[32],"knowledge":[34],"and":[35,61,93,97,125,141,160],"are":[36,162],"vulnerable":[37],"to":[38,54,65,74,118],"missing":[40,123],"EHR.":[41],"In":[42,72],"this":[43],"paper,":[44],"a":[45,83,89],"knowledge-enhanced":[46],"dual":[47],"graph":[48,92],"neural":[49,85],"network":[50],"(KDGN)":[51],"proposed":[53,134],"recommend":[55],"sets.":[57],"KDGN":[58,80,146],"combines":[59],"diagnosis-level":[60],"procedure-level":[62],"attention":[63],"mechanisms":[64],"encode":[66],"multiple":[67],"types":[68],"of":[69,122,129,154],"medical":[70,78],"codes.":[71],"order":[73],"mine":[75],"from":[77],"knowledge,":[79],"further":[81],"designs":[82],"dual-graph":[84],"network,":[86],"constructs":[88],"co-occurrence":[91],"molecular":[94],"connection":[95],"graph,":[96],"retrieves":[98],"potential":[99],"therapeutic":[100],"drugs.":[101],"Furthermore,":[102],"during":[103],"training":[105],"phase,":[106],"we":[107],"introduce":[108],"automatic":[110],"correction":[111],"loss":[112],"maximum":[115],"likelihood":[116],"estimation":[117],"mitigate":[119],"impact":[121],"EHR":[124],"enhance":[126],"robustness":[128],"KDGN.":[130],"We":[131],"evaluate":[132],"model":[135,150],"public":[138],"MIMIC-III":[139],"dataset,":[140],"experimental":[142],"results":[143],"show":[144],"that":[145],"outperforms":[147],"state-of-the-art":[149],"4":[152],"out":[153],"5":[155],"evaluation":[156],"metrics.":[157],"Our":[158],"dataset":[159],"code":[161],"available":[163],"at:":[164],"https://github.com/Benjamin-cell/KDGN.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
