{"id":"https://openalex.org/W4206098731","doi":"https://doi.org/10.3233/faia210351","title":"Chapter 4. Graph Reasoning Networks and Applications","display_name":"Chapter 4. Graph Reasoning Networks and Applications","publication_year":2021,"publication_date":"2021-12-22","ids":{"openalex":"https://openalex.org/W4206098731","doi":"https://doi.org/10.3233/faia210351"},"language":"en","primary_location":{"id":"doi:10.3233/faia210351","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia210351","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5059253391","display_name":"Qingxing Cao","orcid":"https://orcid.org/0000-0001-7042-6726"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingxing Cao","raw_affiliation_strings":["Sun Yat-sen University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073829355","display_name":"Wentao Wan","orcid":"https://orcid.org/0009-0002-9356-8254"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentao Wan","raw_affiliation_strings":["Sun Yat-sen University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047878798","display_name":"Xiaodan Liang","orcid":"https://orcid.org/0000-0003-3213-3062"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodan Liang","raw_affiliation_strings":["Sun Yat-sen University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100412937","display_name":"Liang Lin","orcid":"https://orcid.org/0000-0003-2248-3755"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Lin","raw_affiliation_strings":["Sun Yat-sen University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.3060042,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9775999784469604,"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":0.9775999784469604,"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/interpretability","display_name":"Interpretability","score":0.8122282028198242},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7441484928131104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5885974764823914},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5380091071128845},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5087588429450989},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.49808502197265625},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4721945524215698},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.46362805366516113},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.44088298082351685},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4347577393054962},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4158611297607422}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8122282028198242},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7441484928131104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5885974764823914},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5380091071128845},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5087588429450989},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.49808502197265625},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4721945524215698},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.46362805366516113},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.44088298082351685},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4347577393054962},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4158611297607422},{"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},{"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:10.3233/faia210351","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia210351","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2361280515","https://openalex.org/W1838463810","https://openalex.org/W4390871823","https://openalex.org/W1972182799","https://openalex.org/W4311555960","https://openalex.org/W2379516756","https://openalex.org/W2126191795","https://openalex.org/W1598613361","https://openalex.org/W1550883778","https://openalex.org/W2162061621"],"abstract_inverted_index":{"Despite":[0],"the":[1,7,13,17,32,70,104,110,116,140],"significant":[2],"success":[3],"in":[4],"various":[5],"domains,":[6],"data-driven":[8],"deep":[9],"neural":[10,91,106,117,129],"networks":[11],"compromise":[12],"feature":[14,56,72,113,134],"interpretability,":[15],"lack":[16],"global":[18],"reasoning":[19,138],"capability,":[20],"and":[21,43,94,136,145,150],"can\u2019t":[22],"incorporate":[23,65],"external":[24],"information":[25],"crucial":[26],"for":[27,119],"complicated":[28],"real-world":[29],"tasks.":[30],"Since":[31],"structured":[33],"knowledge":[34,68,126],"can":[35,132],"provide":[36],"rich":[37],"cues":[38],"to":[39,49,98,153],"record":[40],"human":[41,83],"observations":[42],"commonsense,":[44],"it":[45],"is":[46],"thus":[47],"desirable":[48],"bridge":[50],"symbolic":[51,101],"semantics":[52],"with":[53,90,139],"learned":[54],"local":[55],"representations.":[57],"In":[58],"this":[59],"chapter,":[60],"we":[61],"review":[62],"works":[63],"that":[64,80],"different":[66],"domain":[67],"into":[69,115,128],"intermediate":[71],"representation.These":[73],"methods":[74],"firstly":[75],"construct":[76],"a":[77,147],"domain-specific":[78],"graph":[79,96,105,137],"represents":[81],"related":[82],"knowledge.":[84],"Then,":[85],"they":[86,108],"characterize":[87],"node":[88,112],"representations":[89],"network":[92,118],"features":[93],"perform":[95],"convolution":[97],"enhance":[99],"these":[100],"nodes":[102],"via":[103],"network(GNN).Lastly,":[107],"map":[109],"enhanced":[111],"back":[114],"further":[120],"propagation":[121],"or":[122],"prediction.":[123],"Through":[124],"integrating":[125],"graphs":[127],"networks,":[130],"one":[131],"collaborate":[133],"learning":[135],"same":[141],"supervised":[142],"loss":[143],"function":[144],"achieve":[146],"more":[148],"effective":[149],"interpretable":[151],"way":[152],"introduce":[154],"structure":[155],"constraints.":[156]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}