{"id":"https://openalex.org/W3118477984","doi":"https://doi.org/10.1109/siu49456.2020.9302271","title":"Graph Embedding For Link Prediction Using Residual Variational Graph Autoencoders","display_name":"Graph Embedding For Link Prediction Using Residual Variational Graph Autoencoders","publication_year":2020,"publication_date":"2020-10-05","ids":{"openalex":"https://openalex.org/W3118477984","doi":"https://doi.org/10.1109/siu49456.2020.9302271","mag":"3118477984"},"language":"en","primary_location":{"id":"doi:10.1109/siu49456.2020.9302271","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu49456.2020.9302271","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 28th Signal Processing and Communications Applications Conference (SIU)","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/A5018521122","display_name":"Reyhan Kevser Keser","orcid":"https://orcid.org/0000-0003-2170-2151"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Reyhan Kevser Keser","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002565790","display_name":"Indrit Nallbani","orcid":null},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Indrit Nallbani","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025661679","display_name":"Nurullah \u00c7al\u0131k","orcid":"https://orcid.org/0000-0002-7351-4980"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Nurullah Calik","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022470846","display_name":"Aydin Ayanzadeh","orcid":"https://orcid.org/0000-0002-8816-3204"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aydin Ayanzadeh","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109485239","display_name":"Behcet Ugur Tgreyin","orcid":null},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Behcet Ugur Tgreyin","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018521122"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":0.9591,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8177059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"1050","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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":0.9998999834060669,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/autoencoder","display_name":"Autoencoder","score":0.8116365075111389},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6153625845909119},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5803011655807495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5127037763595581},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4856216013431549},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.41807591915130615},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38227003812789917},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3346775770187378},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3064650297164917},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.24399638175964355}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8116365075111389},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6153625845909119},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5803011655807495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5127037763595581},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4856216013431549},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.41807591915130615},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38227003812789917},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3346775770187378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3064650297164917},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.24399638175964355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/siu49456.2020.9302271","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu49456.2020.9302271","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 28th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/41639","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/41639","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8226006399","display_name":null,"funder_award_id":"ITUVF20180901P04","funder_id":"https://openalex.org/F4320324489","funder_display_name":"Istanbul Teknik \u00dcniversitesi"}],"funders":[{"id":"https://openalex.org/F4320324489","display_name":"Istanbul Teknik \u00dcniversitesi","ror":"https://ror.org/059636586"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1959608418","https://openalex.org/W2154851992","https://openalex.org/W2160815625","https://openalex.org/W2163605009","https://openalex.org/W2167044614","https://openalex.org/W2168190036","https://openalex.org/W2184045248","https://openalex.org/W2194775991","https://openalex.org/W2460948462","https://openalex.org/W2554952599","https://openalex.org/W2586762673","https://openalex.org/W2794598290","https://openalex.org/W2804814945","https://openalex.org/W2808409763","https://openalex.org/W2808856341","https://openalex.org/W2942962046","https://openalex.org/W2963037989","https://openalex.org/W2963601856","https://openalex.org/W3104097132","https://openalex.org/W4322614756","https://openalex.org/W6684191040","https://openalex.org/W6751400357"],"related_works":["https://openalex.org/W4300237897","https://openalex.org/W2891286602","https://openalex.org/W3036264823","https://openalex.org/W3206528106","https://openalex.org/W2912814903","https://openalex.org/W2123605750","https://openalex.org/W2088740331","https://openalex.org/W3038102983","https://openalex.org/W2950907416","https://openalex.org/W1559483280"],"abstract_inverted_index":{"Graphs":[0],"are":[1],"usually":[2],"represented":[3],"by":[4],"high":[5],"dimensional":[6],"data.":[7],"Hence,":[8],"graph":[9,20,38,50,77,84],"embedding":[10,39],"is":[11,59],"an":[12],"essential":[13],"task,":[14],"which":[15,47],"aims":[16],"to":[17],"represent":[18],"a":[19,22,36],"in":[21],"lower":[23],"dimension":[24],"while":[25],"protecting":[26],"the":[27,62],"original":[28],"graph's":[29],"properties.":[30],"In":[31],"this":[32],"paper,":[33],"we":[34],"propose":[35],"novel":[37],"method":[40],"called":[41],"Residual":[42],"Variational":[43],"Graph":[44],"Autoencoder":[45],"(RVGAE),":[46],"boosts":[48],"variational":[49,83],"autoencoder's":[51],"performance":[52,58],"utilizing":[53],"residual":[54],"connections.":[55],"Our":[56],"method's":[57],"evaluated":[60],"on":[61],"link":[63],"prediction":[64],"task.":[65],"The":[66],"results":[67,75],"demonstrate":[68],"that":[69],"our":[70],"model":[71],"can":[72],"achieve":[73],"better":[74],"than":[76],"convolutional":[78],"neural":[79],"network":[80],"(GCN)":[81],"and":[82],"autoencoder":[85],"(VGAE).":[86]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":6}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}