{"id":"https://openalex.org/W4312427753","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892965","title":"A BERT-based Heterogeneous Graph Convolution Approach for Mining Organization-Related Topics","display_name":"A BERT-based Heterogeneous Graph Convolution Approach for Mining Organization-Related Topics","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312427753","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892965"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892965","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892965","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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 International Joint Conference on Neural Networks (IJCNN)","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/A5077478562","display_name":"Haoda Qian","orcid":"https://orcid.org/0009-0003-4299-8294"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haoda Qian","raw_affiliation_strings":["The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101191274","display_name":"Minjie Yuan","orcid":"https://orcid.org/0000-0001-9390-7119"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minjie Yuan","raw_affiliation_strings":["The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024206808","display_name":"Qiudan Li","orcid":"https://orcid.org/0000-0002-8714-4562"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiudan Li","raw_affiliation_strings":["The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038521974","display_name":"Daniel Zeng","orcid":"https://orcid.org/0000-0002-9046-222X"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daniel Zeng","raw_affiliation_strings":["The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5077478562"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210094879","https://openalex.org/I4210100255","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.1039,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.31911226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9986000061035156,"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":0.9986000061035156,"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":0.9984999895095825,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9950000047683716,"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/computer-science","display_name":"Computer science","score":0.8627904057502747},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5541269183158875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5391921997070312},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.49956393241882324},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4935997724533081},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4807460308074951},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.40806204080581665},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3322340250015259},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.33075106143951416},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32880717515945435}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8627904057502747},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5541269183158875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5391921997070312},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.49956393241882324},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4935997724533081},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4807460308074951},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.40806204080581665},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3322340250015259},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.33075106143951416},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32880717515945435},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892965","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892965","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5224947121","display_name":null,"funder_award_id":"No.2020AAA0103405","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5633028717","display_name":null,"funder_award_id":"62071467,71621002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/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":32,"referenced_works":["https://openalex.org/W1832693441","https://openalex.org/W1880262756","https://openalex.org/W2064675550","https://openalex.org/W2116341502","https://openalex.org/W2122683976","https://openalex.org/W2145658888","https://openalex.org/W2165612380","https://openalex.org/W2803758083","https://openalex.org/W2896457183","https://openalex.org/W2962946486","https://openalex.org/W2963270153","https://openalex.org/W2963502184","https://openalex.org/W2965373594","https://openalex.org/W2970398671","https://openalex.org/W2998702515","https://openalex.org/W3004119480","https://openalex.org/W3021636956","https://openalex.org/W3042602466","https://openalex.org/W3080590811","https://openalex.org/W3099045991","https://openalex.org/W3102725307","https://openalex.org/W3105538385","https://openalex.org/W3173753074","https://openalex.org/W3175362188","https://openalex.org/W3176109448","https://openalex.org/W4233135949","https://openalex.org/W4385245566","https://openalex.org/W6639619044","https://openalex.org/W6739901393","https://openalex.org/W6755207826","https://openalex.org/W6766673545","https://openalex.org/W6796992831"],"related_works":["https://openalex.org/W3107474891","https://openalex.org/W3214915308","https://openalex.org/W3097853387","https://openalex.org/W1541271503","https://openalex.org/W3023711422","https://openalex.org/W3035643691","https://openalex.org/W2946121727","https://openalex.org/W4288347894","https://openalex.org/W2293509402","https://openalex.org/W4327810378"],"abstract_inverted_index":{"Mining":[0],"organization-related":[1,186],"topics":[2],"is":[3,123,158],"helpful":[4],"to":[5,44,125,160],"analyze":[6],"the":[7,20,28,37,46,86,115,127,162,177,180,189,193,196],"information":[8,111],"dissemination":[9],"situation.":[10],"Existing":[11],"methods":[12],"based":[13,164],"on":[14,165,183],"graph":[15,136,166],"neural":[16],"networks":[17],"mainly":[18],"consider":[19,36],"association":[21],"between":[22,31,79],"words":[23,80],"and":[24,33,81,100,108,129,140,149,168,188],"documents,":[25,32],"they":[26],"ignore":[27],"semantic":[29,103,130,169],"interactions":[30],"do":[34],"not":[35],"heterogeneity":[38,148],"of":[39,48,88,151,179,195],"edges":[40,147],"which":[41,132],"are":[42],"difficult":[43],"solve":[45],"challenge":[47],"blurred":[49],"topic":[50,72,172],"boundaries":[51],"in":[52,56],"real":[53],"scenarios,":[54],"resulting":[55],"performance":[57,178],"loss.":[58],"This":[59],"paper":[60],"proposes":[61],"a":[62,119,134,141,155,184],"BERT-based":[63,142],"Heterogeneous":[64],"Graph":[65],"Convolution":[66],"Network":[67],"(BERT-HGCN)":[68],"approach":[69],"for":[70,171],"semi-supervised":[71],"mining":[73],"that":[74],"comprehensively":[75],"considers":[76,145],"multi-semantic":[77],"relations":[78],"documents.":[82,153],"It":[83,144],"deeply":[84],"combines":[85,133],"advantages":[87],"transductive":[89],"learning":[90,117],"with":[91],"pre-training":[92],"models.":[93],"We":[94,174],"model":[95,116,182],"documents":[96],"as":[97],"graph-structured":[98],"data":[99],"capture":[101],"multiple":[102],"dependencies":[104],"among":[105],"word-word,":[106],"word-doc,":[107],"doc-doc":[109],"via":[110],"propagation":[112],"mechanism.":[113],"During":[114],"process,":[118],"two-stream":[120],"encoding":[121],"mechanism":[122],"used":[124,159],"learn":[126],"structural":[128],"representations,":[131],"hierarchical":[135],"convolution":[137],"network":[138],"(HGCN)":[139],"auto-encoder.":[143],"both":[146],"semantics":[150],"original":[152],"Finally,":[154],"dual-supervision":[156],"loss":[157],"train":[161],"classifier":[163],"nodes":[167],"representations":[170],"mining.":[173],"empirically":[175],"evaluate":[176],"proposed":[181],"real-world":[185],"dataset,":[187],"experimental":[190],"results":[191],"demonstrate":[192],"efficacy":[194],"model.":[197]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
