{"id":"https://openalex.org/W4200359197","doi":"https://doi.org/10.1109/cisp-bmei53629.2021.9624351","title":"A Comparison Study of Direct Inference and Knowledge Compensating Generalized Inference as Multidisciplinary for Medical Knowledge Graph","display_name":"A Comparison Study of Direct Inference and Knowledge Compensating Generalized Inference as Multidisciplinary for Medical Knowledge Graph","publication_year":2021,"publication_date":"2021-10-23","ids":{"openalex":"https://openalex.org/W4200359197","doi":"https://doi.org/10.1109/cisp-bmei53629.2021.9624351"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei53629.2021.9624351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei53629.2021.9624351","pdf_url":null,"source":{"id":"https://openalex.org/S4363605805","display_name":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-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/A5006085047","display_name":"Jianing Xi","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianing Xi","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University,Xi'an,China,710072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University,Xi'an,China,710072","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031013744","display_name":"Zhaoji Miao","orcid":"https://orcid.org/0000-0003-3823-442X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoji Miao","raw_affiliation_strings":["School of Computer Science, Northwestern Poly technical University,Xi'an,China,710072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Poly technical University,Xi'an,China,710072","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066148256","display_name":"Qinghua Huang","orcid":"https://orcid.org/0000-0003-1080-6940"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Huang","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University,Xi'an,China,710072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University,Xi'an,China,710072","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16090573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9966999888420105,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9966999888420105,"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":0.996399998664856,"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"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9944000244140625,"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/inference","display_name":"Inference","score":0.8193965554237366},{"id":"https://openalex.org/keywords/multidisciplinary-approach","display_name":"Multidisciplinary approach","score":0.7733801603317261},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6952260732650757},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5377234816551208},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.47947487235069275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4793287515640259},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.44348272681236267},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2197612226009369}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.8193965554237366},{"id":"https://openalex.org/C22467394","wikidata":"https://www.wikidata.org/wiki/Q849359","display_name":"Multidisciplinary approach","level":2,"score":0.7733801603317261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6952260732650757},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5377234816551208},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.47947487235069275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4793287515640259},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.44348272681236267},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2197612226009369},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei53629.2021.9624351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei53629.2021.9624351","pdf_url":null,"source":{"id":"https://openalex.org/S4363605805","display_name":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7099999785423279,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3641981109","display_name":null,"funder_award_id":"2020M673494","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5675079333","display_name":null,"funder_award_id":"61901322,62071382,61974109","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G935934826","display_name":null,"funder_award_id":"2018AAA0102104","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1426956448","https://openalex.org/W2019031219","https://openalex.org/W2127795553","https://openalex.org/W2159583324","https://openalex.org/W2551361256","https://openalex.org/W2568988948","https://openalex.org/W2741750617","https://openalex.org/W2764254085","https://openalex.org/W2799723178","https://openalex.org/W2808284704","https://openalex.org/W2828983812","https://openalex.org/W2909387555","https://openalex.org/W2913224127","https://openalex.org/W2914592219","https://openalex.org/W2963444790","https://openalex.org/W2969625533","https://openalex.org/W3001375391","https://openalex.org/W3004611733","https://openalex.org/W3084171410","https://openalex.org/W3096831136","https://openalex.org/W3098234188","https://openalex.org/W3103296573","https://openalex.org/W3113206165","https://openalex.org/W3116099552","https://openalex.org/W3169631984","https://openalex.org/W4299579390","https://openalex.org/W6678830454","https://openalex.org/W6765510844","https://openalex.org/W6767045735"],"related_works":["https://openalex.org/W4286508873","https://openalex.org/W2185045523","https://openalex.org/W2175024588","https://openalex.org/W2007640890","https://openalex.org/W156969523","https://openalex.org/W184430638","https://openalex.org/W1982406023","https://openalex.org/W3031598356","https://openalex.org/W2729605695","https://openalex.org/W3201530858"],"abstract_inverted_index":{"Knowledge":[0],"graph":[1,50],"has":[2],"drawn":[3],"increasingly":[4],"attention":[5],"in":[6,10,42,109],"medical":[7,17,48,56,66,110],"artificial":[8,111],"intelligence":[9,112],"recent":[11],"years.":[12],"In":[13,34,89],"the":[14,29,37,55,61,90,93,99],"task":[15],"of":[16,31,36,40,63,81,102],"knowledge":[18,49,57,67,75,82,94],"inference,":[19,68,78],"most":[20],"existing":[21],"approaches":[22],"are":[23],"focusing":[24],"on":[25],"single":[26,103],"disciplinary,":[27,104],"leaving":[28],"idea":[30,62],"multidisciplinary":[32,41,46,64],"behind.":[33],"consideration":[35],"distinct":[38],"advantages":[39],"clinical":[43],"decision,":[44],"simulating":[45],"by":[47],"alignment":[51,83],"can":[52],"also":[53],"prompt":[54],"inference.":[58],"To":[59],"introduce":[60],"into":[65],"we":[69],"design":[70],"a":[71,106],"preliminary":[72],"pipeline":[73],"called":[74],"compensating":[76,95],"generalized":[77,96],"which":[79],"consists":[80],"and":[84],"embedding":[85],"based":[86],"link":[87],"prediction.":[88],"comparison":[91],"study,":[92],"inference":[97,101],"outperforms":[98],"direct":[100],"showing":[105],"promising":[107],"potential":[108],"applications.":[113]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}