{"id":"https://openalex.org/W3007431592","doi":"https://doi.org/10.1109/globecom38437.2019.9013559","title":"RL4HIN: Representation Learning for Heterogeneous Information Networks","display_name":"RL4HIN: Representation Learning for Heterogeneous Information Networks","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3007431592","doi":"https://doi.org/10.1109/globecom38437.2019.9013559","mag":"3007431592"},"language":"en","primary_location":{"id":"doi:10.1109/globecom38437.2019.9013559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9013559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","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/A5100631262","display_name":"Chunfeng Liu","orcid":"https://orcid.org/0000-0002-2893-9066"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunfeng Liu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100414092","display_name":"Ying Liu","orcid":"https://orcid.org/0000-0001-9319-5940"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027142928","display_name":"Mei Yu","orcid":"https://orcid.org/0000-0002-5169-4829"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Yu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110584498","display_name":"Ruiguo Yu","orcid":"https://orcid.org/0000-0003-4039-2355"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiguo Yu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100429597","display_name":"Xuewei Li","orcid":"https://orcid.org/0000-0002-5330-7298"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuewei Li","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047744254","display_name":"Mankun Zhao","orcid":"https://orcid.org/0000-0003-1571-8771"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mankun Zhao","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051440813","display_name":"Tianyi Xu","orcid":"https://orcid.org/0000-0002-9108-913X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Xu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411953","display_name":"Hongwei Liu","orcid":"https://orcid.org/0000-0002-4288-1761"},"institutions":[{"id":"https://openalex.org/I201532990","display_name":"Tianjin Foreign Studies University","ror":"https://ror.org/057hdmq26","country_code":"CN","type":"education","lineage":["https://openalex.org/I201532990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Liu","raw_affiliation_strings":["Foreign Language, Literature, and Culture Studies Center, Tianjin Foreign Studies University, China"],"affiliations":[{"raw_affiliation_string":"Foreign Language, Literature, and Culture Studies Center, Tianjin Foreign Studies University, China","institution_ids":["https://openalex.org/I201532990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046286909","display_name":"Linying Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linying Xu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007203703","display_name":"Jian Yu","orcid":"https://orcid.org/0000-0001-6154-4800"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Yu","raw_affiliation_strings":["College of Intelligence and Computing, TianJin University, China","Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, TianJin University, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking (TANK Lab), Tianjin, China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5100631262"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":0.14,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6027963,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"4","issue":null,"first_page":"1","last_page":"6"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9954000115394592,"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":0.9902999997138977,"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":0.7305103540420532},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6782170534133911},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6586791276931763},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5684621334075928},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5037149786949158},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5008103847503662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4941466152667999},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.44944998621940613},{"id":"https://openalex.org/keywords/interaction-information","display_name":"Interaction information","score":0.41905277967453003},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4164992570877075},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3865766227245331},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35646045207977295},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12107977271080017}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7305103540420532},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6782170534133911},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6586791276931763},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5684621334075928},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5037149786949158},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5008103847503662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4941466152667999},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.44944998621940613},{"id":"https://openalex.org/C38764148","wikidata":"https://www.wikidata.org/wiki/Q17098245","display_name":"Interaction information","level":2,"score":0.41905277967453003},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4164992570877075},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3865766227245331},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35646045207977295},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12107977271080017},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","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},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom38437.2019.9013559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9013559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W103340358","https://openalex.org/W1888005072","https://openalex.org/W1975563293","https://openalex.org/W2049137142","https://openalex.org/W2129129488","https://openalex.org/W2145658888","https://openalex.org/W2153579005","https://openalex.org/W2154851992","https://openalex.org/W2187089797","https://openalex.org/W2492745600","https://openalex.org/W2511954120","https://openalex.org/W2519887557","https://openalex.org/W2546547051","https://openalex.org/W2605174772","https://openalex.org/W2743104969","https://openalex.org/W2743969099","https://openalex.org/W2767518867","https://openalex.org/W2767774008","https://openalex.org/W2809435521","https://openalex.org/W2809645418","https://openalex.org/W2962739339","https://openalex.org/W2962756421","https://openalex.org/W2963919031","https://openalex.org/W2964015378","https://openalex.org/W2964145825","https://openalex.org/W3102205844","https://openalex.org/W3104097132","https://openalex.org/W3104717349","https://openalex.org/W3105705953","https://openalex.org/W4294170691","https://openalex.org/W6682691769","https://openalex.org/W6713582119","https://openalex.org/W6723350488","https://openalex.org/W6736162812"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2068608913","https://openalex.org/W3124914020","https://openalex.org/W2141033859","https://openalex.org/W2077542787","https://openalex.org/W2156434174","https://openalex.org/W2071701083","https://openalex.org/W2037549926","https://openalex.org/W2383687187","https://openalex.org/W2081517010"],"abstract_inverted_index":{"Effectively":[0],"analyzing":[1],"and":[2,23,34,79,118,134,142,151],"mining":[3],"large-scale":[4],"heterogeneous":[5],"information":[6,25,57],"networks":[7],"(HINs)":[8],"by":[9],"adopting":[10],"network":[11,32,86],"representation":[12,98],"learning":[13,99],"(NRL)":[14],"approaches":[15],"have":[16,144],"received":[17],"increasing":[18],"attention.":[19],"The":[20,154],"abundant":[21],"semantic":[22,89],"structural":[24],"contained":[26],"in":[27,68,126],"HINs":[28],"not":[29],"only":[30],"facilitates":[31],"analysis":[33],"downstream":[35],"tasks,":[36],"but":[37],"also":[38],"poses":[39],"special":[40],"challenges":[41],"to":[42,51,87,128],"well":[43],"capture":[44],"that":[45,158],"rich":[46,54],"information.":[47],"With":[48],"the":[49,64,73,112],"intention":[50],"preserve":[52],"such":[53,130],"yet":[55],"potential":[56],"during":[58],"HIN":[59],"embedding,":[60],"we":[61,94],"first":[62],"discuss":[63],"latent":[65,113],"dependence":[66,114],"existed":[67],"indirect":[69],"neighbors,":[70,117],"then":[71,119],"study":[72],"different":[74],"abilities":[75],"of":[76,82,90],"forward":[77,133],"layer":[78,81],"backward":[80,135],"bidirectional":[83],"recurrent":[84],"neural":[85],"remain":[88],"HINs.":[91,153],"And":[92],"finally,":[93],"propose":[95],"a":[96,107,121],"novel":[97],"model":[100],"for":[101,110],"HIN,":[102],"namely":[103],"RL4HIN.":[104],"RL4HIN":[105,159],"utilizes":[106],"skip-dependence":[108],"strategy":[109],"enhancing":[111],"between":[115,132],"farther":[116],"develops":[120],"proposed":[122],"weighted":[123],"loss":[124],"function":[125],"order":[127],"balance":[129],"difference":[131],"layer.":[136],"Extensive":[137],"experiments,":[138],"including":[139],"node":[140],"classification":[141],"visualization,":[143],"been":[145],"conducted":[146],"on":[147],"two":[148],"large-":[149],"scale":[150],"real-world":[152],"experimental":[155],"results":[156],"show":[157],"significantly":[160],"outperforms":[161],"several":[162],"state-of-the-art":[163],"NRL":[164],"approaches.":[165]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}