{"id":"https://openalex.org/W4386891565","doi":"https://doi.org/10.1007/s41019-023-00230-x","title":"Few-Shot Relation Prediction of Knowledge Graph via Convolutional Neural Network with Self-Attention","display_name":"Few-Shot Relation Prediction of Knowledge Graph via Convolutional Neural Network with Self-Attention","publication_year":2023,"publication_date":"2023-09-20","ids":{"openalex":"https://openalex.org/W4386891565","doi":"https://doi.org/10.1007/s41019-023-00230-x"},"language":"en","primary_location":{"id":"doi:10.1007/s41019-023-00230-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-023-00230-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-023-00230-x.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s41019-023-00230-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074754067","display_name":"Shanna Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shanna Zhong","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100446916","display_name":"Jiahui Wang","orcid":"https://orcid.org/0000-0002-6438-1506"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Wang","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041269918","display_name":"Kun Yue","orcid":"https://orcid.org/0000-0003-3641-1461"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Yue","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101763318","display_name":"Liang Duan","orcid":"https://orcid.org/0000-0001-9473-2533"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Duan","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101074619","display_name":"Zhengbao Sun","orcid":"https://orcid.org/0000-0001-7917-5222"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengbao Sun","raw_affiliation_strings":["School of Engineering, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059860688","display_name":"Yan Fang","orcid":"https://orcid.org/0000-0002-6713-1238"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Fang","raw_affiliation_strings":["Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China"],"affiliations":[{"raw_affiliation_string":"Yunnan Key Laboratory of Intelligent Systems and Computing, Yunnan University, Kunming, 650500, China","institution_ids":["https://openalex.org/I189210763"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5074754067"],"corresponding_institution_ids":["https://openalex.org/I189210763"],"apc_list":null,"apc_paid":null,"fwci":0.8641,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.79145773,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"8","issue":"4","first_page":"385","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9991000294685364,"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":0.9901000261306763,"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":0.8045753836631775},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6349525451660156},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.6025280356407166},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5892617106437683},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5585898756980896},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5224089622497559},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5084718465805054},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4908354878425598},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4851420819759369},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.48474356532096863},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4270186722278595},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.41057854890823364},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4040260314941406},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34597742557525635},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.30348441004753113}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8045753836631775},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6349525451660156},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.6025280356407166},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5892617106437683},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5585898756980896},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5224089622497559},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5084718465805054},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4908354878425598},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4851420819759369},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.48474356532096863},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4270186722278595},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.41057854890823364},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4040260314941406},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34597742557525635},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30348441004753113},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s41019-023-00230-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-023-00230-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-023-00230-x.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:51805b9df70b4b6099ed8fcdc09da46e","is_oa":true,"landing_page_url":"https://doaj.org/article/51805b9df70b4b6099ed8fcdc09da46e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science and Engineering, Vol 8, Iss 4, Pp 385-395 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41019-023-00230-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-023-00230-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-023-00230-x.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3472539505","display_name":null,"funder_award_id":"202205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6688104968","display_name":null,"funder_award_id":"620023","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7590363772","display_name":null,"funder_award_id":"62002311","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","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"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386891565.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2022166150","https://openalex.org/W2080133951","https://openalex.org/W2081580037","https://openalex.org/W2094728533","https://openalex.org/W2112796928","https://openalex.org/W2283196293","https://openalex.org/W2728059831","https://openalex.org/W2808652502","https://openalex.org/W2889234142","https://openalex.org/W2889583850","https://openalex.org/W2963224980","https://openalex.org/W2971167006","https://openalex.org/W2997738974","https://openalex.org/W3023112361","https://openalex.org/W3034942609","https://openalex.org/W3100606581","https://openalex.org/W3120491054","https://openalex.org/W3155775551","https://openalex.org/W3167434385","https://openalex.org/W3174905206","https://openalex.org/W3190271517","https://openalex.org/W4299432846","https://openalex.org/W4308544918","https://openalex.org/W4309625848","https://openalex.org/W4313527388","https://openalex.org/W4318245544","https://openalex.org/W4318328311","https://openalex.org/W4385574222"],"related_works":["https://openalex.org/W2604454537","https://openalex.org/W4206028705","https://openalex.org/W2808284704","https://openalex.org/W2883748392","https://openalex.org/W2897702399","https://openalex.org/W2757431232","https://openalex.org/W2954554213","https://openalex.org/W3200431764","https://openalex.org/W4288286922","https://openalex.org/W4206547516"],"abstract_inverted_index":{"Abstract":[0],"Knowledge":[1],"graph":[2],"(KG)":[3],"has":[4],"become":[5],"the":[6,34,45,71,82,89,100,110,118,146],"vital":[7],"resource":[8],"for":[9,36],"various":[10],"applications":[11],"like":[12],"question":[13],"answering":[14],"and":[15,121],"recommendation":[16],"system.":[17],"However,":[18],"several":[19],"relations":[20],"in":[21],"KG":[22],"only":[23],"have":[24],"few":[25,65,90],"observed":[26,66,91],"triples,":[27],"which":[28],"makes":[29],"it":[30],"necessary":[31],"to":[32,60,69,108],"develop":[33],"method":[35,138],"few-shot":[37],"relation":[38,72],"prediction.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43,75,103,116],"propose":[44],"C":[46],"onvolutional":[47],"Neural":[48],"Network":[49],"with":[50,64,86],"Self-":[51],"A":[52],"ttention":[53],"R":[54],"elation":[55],"P":[56],"rediction":[57],"(CARP)":[58],"model":[59],"predict":[61],"new":[62],"facts":[63],"triples.":[67,114],"First,":[68],"learn":[70,109],"property":[73],"features,":[74,102],"build":[76],"a":[77],"feature":[78],"encoder":[79],"by":[80,98,141],"using":[81],"convolutional":[83],"neural":[84],"network":[85,107],"self-attention":[87],"from":[88],"triples":[92],"rather":[93],"than":[94],"background":[95],"knowledge.":[96],"Then,":[97],"incorporating":[99],"learned":[101],"give":[104,117],"an":[105],"embedding":[106],"representation":[111],"of":[112,124],"incomplete":[113],"Finally,":[115],"loss":[119],"function":[120],"training":[122],"algorithm":[123],"our":[125,136],"CARP":[126],"model.":[127],"Experimental":[128],"results":[129],"on":[130,143],"three":[131],"real-world":[132],"datasets":[133],"show":[134],"that":[135],"proposed":[137],"improves":[139],"Hits@10":[140],"48%":[142],"average":[144],"over":[145],"state-of-the-art":[147],"competitors.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
