{"id":"https://openalex.org/W4406013211","doi":"https://doi.org/10.1109/jbhi.2024.3525040","title":"A Feature-Aware Approach to Acupoint Compatibility Prediction Using Residual Graph Attention Networks and Matrix Factorization","display_name":"A Feature-Aware Approach to Acupoint Compatibility Prediction Using Residual Graph Attention Networks and Matrix Factorization","publication_year":2025,"publication_date":"2025-01-02","ids":{"openalex":"https://openalex.org/W4406013211","doi":"https://doi.org/10.1109/jbhi.2024.3525040","pmid":"https://pubmed.ncbi.nlm.nih.gov/40030942"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3525040","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3525040","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5019434815","display_name":"Ruiling Li","orcid":"https://orcid.org/0000-0002-7262-7414"},"institutions":[{"id":"https://openalex.org/I205016115","display_name":"Hubei University of Chinese Medicine","ror":"https://ror.org/02my3bx32","country_code":"CN","type":"education","lineage":["https://openalex.org/I205016115"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiling Li","raw_affiliation_strings":["School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China","institution_ids":["https://openalex.org/I205016115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048199416","display_name":"Ying Pan","orcid":"https://orcid.org/0000-0001-6094-487X"},"institutions":[{"id":"https://openalex.org/I205016115","display_name":"Hubei University of Chinese Medicine","ror":"https://ror.org/02my3bx32","country_code":"CN","type":"education","lineage":["https://openalex.org/I205016115"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Pan","raw_affiliation_strings":["School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China","institution_ids":["https://openalex.org/I205016115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011137202","display_name":"Song Wu","orcid":"https://orcid.org/0009-0003-8117-4319"},"institutions":[{"id":"https://openalex.org/I205016115","display_name":"Hubei University of Chinese Medicine","ror":"https://ror.org/02my3bx32","country_code":"CN","type":"education","lineage":["https://openalex.org/I205016115"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Wu","raw_affiliation_strings":["School of Acupuncture-Moxibustion and Orthopedics, Hubei University of Chinese Medicine, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Acupuncture-Moxibustion and Orthopedics, Hubei University of Chinese Medicine, Wuhan, China","institution_ids":["https://openalex.org/I205016115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102826831","display_name":"Li Ma","orcid":"https://orcid.org/0009-0006-0710-8040"},"institutions":[{"id":"https://openalex.org/I205016115","display_name":"Hubei University of Chinese Medicine","ror":"https://ror.org/02my3bx32","country_code":"CN","type":"education","lineage":["https://openalex.org/I205016115"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Ma","raw_affiliation_strings":["School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0006-0710-8040","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hubei University of Chinese Medicine, Wuhan, China","institution_ids":["https://openalex.org/I205016115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045371931","display_name":"Limei Peng","orcid":"https://orcid.org/0000-0001-9984-9861"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Limei Peng","raw_affiliation_strings":["School of Computer Science and Engineering, Kyungpook National University, Daegu, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-9984-9861","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Kyungpook National University, Daegu, South Korea","institution_ids":["https://openalex.org/I31419693"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8816,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87498846,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"29","issue":"5","first_page":"3750","last_page":"3761"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11327","display_name":"Acupuncture Treatment Research Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11327","display_name":"Acupuncture Treatment Research Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14028","display_name":"Healthcare and Venom Research","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7122517228126526},{"id":"https://openalex.org/keywords/compatibility","display_name":"Compatibility (geochemistry)","score":0.6444997787475586},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.5500638484954834},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5419789552688599},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5349888205528259},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5153350234031677},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4883837103843689},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4217327833175659},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.23310911655426025},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15485379099845886},{"id":"https://openalex.org/keywords/eigenvalues-and-eigenvectors","display_name":"Eigenvalues and eigenvectors","score":0.10175621509552002},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08050304651260376}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7122517228126526},{"id":"https://openalex.org/C2778648169","wikidata":"https://www.wikidata.org/wiki/Q967768","display_name":"Compatibility (geochemistry)","level":2,"score":0.6444997787475586},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.5500638484954834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5419789552688599},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5349888205528259},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5153350234031677},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4883837103843689},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4217327833175659},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.23310911655426025},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15485379099845886},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.10175621509552002},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08050304651260376},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008516","descriptor_name":"Medicine, Chinese Traditional","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008516","descriptor_name":"Medicine, Chinese Traditional","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008516","descriptor_name":"Medicine, Chinese Traditional","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015669","descriptor_name":"Acupuncture Points","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015669","descriptor_name":"Acupuncture Points","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015669","descriptor_name":"Acupuncture Points","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015670","descriptor_name":"Acupuncture Therapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D015670","descriptor_name":"Acupuncture Therapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D015670","descriptor_name":"Acupuncture Therapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3525040","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3525040","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40030942","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40030942","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2066692087","https://openalex.org/W2154851992","https://openalex.org/W2194775991","https://openalex.org/W2650688300","https://openalex.org/W2808028840","https://openalex.org/W2897979119","https://openalex.org/W2970191986","https://openalex.org/W3004615113","https://openalex.org/W3024534448","https://openalex.org/W3026328435","https://openalex.org/W3026640598","https://openalex.org/W3031668316","https://openalex.org/W3049730910","https://openalex.org/W3126684379","https://openalex.org/W3187534341","https://openalex.org/W3194156258","https://openalex.org/W3206737896","https://openalex.org/W4220758630","https://openalex.org/W4220905352","https://openalex.org/W4239025696","https://openalex.org/W4307093167","https://openalex.org/W4308922320","https://openalex.org/W4320009860","https://openalex.org/W4320718960","https://openalex.org/W4362672046","https://openalex.org/W4367673946","https://openalex.org/W4379380529","https://openalex.org/W4380876010","https://openalex.org/W4385782867","https://openalex.org/W4389751883","https://openalex.org/W4390187304","https://openalex.org/W4390320384","https://openalex.org/W4391582532","https://openalex.org/W4392959455","https://openalex.org/W4394723405","https://openalex.org/W4399360325","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6783485119"],"related_works":["https://openalex.org/W2390255551","https://openalex.org/W2367511445","https://openalex.org/W2381930792","https://openalex.org/W2358901819","https://openalex.org/W745733672","https://openalex.org/W2983545107","https://openalex.org/W2389102290","https://openalex.org/W2560215812","https://openalex.org/W2094745766","https://openalex.org/W4300237897"],"abstract_inverted_index":{"Compatibility":[0],"among":[1],"acupoints":[2,59],"is":[3,133,143],"a":[4,15,37,88,96,109,127,137,146],"fundamental":[5],"principle":[6],"in":[7,18,217],"acupuncture":[8,169],"treatment":[9,211],"within":[10],"traditional":[11],"Chinese":[12],"medicine,":[13],"playing":[14],"vital":[16],"role":[17],"enhancing":[19],"the":[20,28,42,76,168,208,219],"effectiveness":[21],"and":[22,45,60,74,102,154,213],"scope":[23],"of":[24,31,47,210,221],"therapeutic":[25,204],"interventions.":[26],"With":[27],"increasing":[29],"availability":[30],"acupuncture-related":[32],"data,":[33],"link":[34,52,163,190],"prediction":[35,53,92,191,220],"offers":[36],"data-driven":[38],"approach":[39,132],"that":[40,114,177,200],"facilitates":[41],"evidence-based":[43],"exploration":[44],"validation":[46],"acupoint":[48,72,90,116,123,198,222],"compatibilities.":[49],"However,":[50],"existing":[51,182],"methods":[54],"often":[55],"focus":[56],"on":[57,95,167],"mapping":[58],"their":[61],"compatibility":[62,91,223],"relationships":[63],"into":[64],"lower-dimensional":[65],"spaces.":[66],"These":[67],"approaches":[68],"can":[69,192],"overlook":[70],"essential":[71],"features":[73],"make":[75],"predictions":[77],"susceptible":[78],"to":[79,121,135,151],"noise":[80],"interference.":[81],"To":[82],"address":[83],"these":[84],"challenges,":[85],"we":[86],"propose":[87],"novel":[89],"model":[93,107],"based":[94],"Feature-Aware":[97],"Residual":[98],"Graph":[99],"Attention":[100],"Network":[101],"Matrix":[103],"Factorization":[104],"(FRGATMF).":[105],"Our":[106],"introduces":[108],"feature-aware":[110],"connectivity":[111],"fusion":[112],"strategy":[113],"integrates":[115],"attributes":[117],"with":[118,172],"structural":[119],"information":[120],"enrich":[122],"representations.":[124],"Following":[125],"this,":[126],"deep":[128],"non-negative":[129],"matrix":[130,142],"factorization":[131],"employed":[134],"construct":[136],"denoised":[138],"feature":[139],"matrix.":[140],"This":[141],"processed":[144],"through":[145],"residual":[147],"graph":[148],"attention":[149],"network":[150],"derive":[152],"comprehensive":[153],"effective":[155],"node":[156],"embeddings,":[157],"which":[158],"are":[159],"crucial":[160],"for":[161],"accurate":[162],"prediction.":[164],"Experimental":[165],"results":[166],"dataset,":[170],"along":[171],"three":[173],"public":[174],"datasets,":[175],"demonstrate":[176],"FRGATMF":[178],"significantly":[179],"outperforms":[180],"seven":[181],"comparison":[183],"models":[184],"across":[185],"various":[186],"evaluation":[187],"metrics.":[188],"Additionally,":[189],"identify":[193],"previously":[194],"unconsidered":[195],"or":[196],"undocumented":[197],"combinations":[199],"may":[201],"offer":[202],"better":[203],"results,":[205],"thus":[206],"expanding":[207],"range":[209],"options":[212],"highlighting":[214],"its":[215],"potential":[216],"improving":[218],"relationships.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}