{"id":"https://openalex.org/W2976391017","doi":"https://doi.org/10.1109/access.2019.2913947","title":"A Hybrid Approach to Service Recommendation Based on Network Representation Learning","display_name":"A Hybrid Approach to Service Recommendation Based on Network Representation Learning","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2976391017","doi":"https://doi.org/10.1109/access.2019.2913947","mag":"2976391017"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2913947","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2913947","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704209.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704209.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102009698","display_name":"Hao Wu","orcid":"https://orcid.org/0000-0003-2570-4648"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hao Wu","raw_affiliation_strings":["Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China","institution_ids":["https://openalex.org/I75900474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778121","display_name":"Hanyu Zhang","orcid":"https://orcid.org/0000-0002-4728-7702"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanyu Zhang","raw_affiliation_strings":["Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China","institution_ids":["https://openalex.org/I75900474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056566237","display_name":"Peng He","orcid":"https://orcid.org/0000-0002-0378-0300"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng He","raw_affiliation_strings":["Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China","institution_ids":["https://openalex.org/I75900474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353711","display_name":"Cheng Zeng","orcid":"https://orcid.org/0000-0001-6246-6656"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Zeng","raw_affiliation_strings":["Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China","institution_ids":["https://openalex.org/I75900474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021927954","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0002-7406-7828"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Research Center of Educational Informatization Engineering and Technology, School of Computer and Information Engineering, Hubei University, Wuhan, China","institution_ids":["https://openalex.org/I75900474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102009698"],"corresponding_institution_ids":["https://openalex.org/I75900474"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.4662,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.9154442,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"7","issue":null,"first_page":"60242","last_page":"60254"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9965000152587891,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9941999912261963,"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":0.7948409914970398},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.49791550636291504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45997121930122375},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.419231116771698},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3213593363761902}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7948409914970398},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.49791550636291504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45997121930122375},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.419231116771698},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3213593363761902},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2913947","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2913947","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704209.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6bb583fe510d4ad083a74519389abb24","is_oa":true,"landing_page_url":"https://doaj.org/article/6bb583fe510d4ad083a74519389abb24","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 60242-60254 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2913947","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2913947","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704209.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5199999809265137}],"awards":[{"id":"https://openalex.org/G1116185769","display_name":null,"funder_award_id":"2018ACA133","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"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/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2074240186","display_name":null,"funder_award_id":"Q20171008","funder_id":"https://openalex.org/F4320313620","funder_display_name":"Hubei Provincial Department of Education"},{"id":"https://openalex.org/G2405818259","display_name":null,"funder_award_id":"Q20171008","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2702356746","display_name":null,"funder_award_id":"61702","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2821841307","display_name":null,"funder_award_id":"2017YFB1400602","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3002100101","display_name":null,"funder_award_id":"61702377","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3064517307","display_name":null,"funder_award_id":"B14006","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/G3435950671","display_name":null,"funder_award_id":"and Gr","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G466649759","display_name":null,"funder_award_id":"2017Y","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4678737013","display_name":null,"funder_award_id":"2017YFB140","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4707377076","display_name":null,"funder_award_id":"2018ACA133","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5077936305","display_name":null,"funder_award_id":"2017YFB1400602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5334218781","display_name":null,"funder_award_id":"61702377","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/G7429600474","display_name":null,"funder_award_id":"2017YFB1","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7834469819","display_name":null,"funder_award_id":"61572371","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8208342437","display_name":null,"funder_award_id":"1 and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8340078520","display_name":null,"funder_award_id":"2017YF","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8530621963","display_name":null,"funder_award_id":"61572371","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8823009050","display_name":null,"funder_award_id":"2017YFB","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320313620","display_name":"Hubei Provincial Department of Education","ror":"https://ror.org/05yaa9j15"},{"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":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2976391017.pdf","grobid_xml":"https://content.openalex.org/works/W2976391017.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1888005072","https://openalex.org/W2016459931","https://openalex.org/W2035346118","https://openalex.org/W2038020319","https://openalex.org/W2054705465","https://openalex.org/W2080636947","https://openalex.org/W2122869529","https://openalex.org/W2123476762","https://openalex.org/W2143376306","https://openalex.org/W2269594075","https://openalex.org/W2393319904","https://openalex.org/W2466547271","https://openalex.org/W2517916095","https://openalex.org/W2536623018","https://openalex.org/W2560390739","https://openalex.org/W2574817444","https://openalex.org/W2601071158","https://openalex.org/W2616210849","https://openalex.org/W2737047298","https://openalex.org/W2756393797","https://openalex.org/W2782111139","https://openalex.org/W2800937088","https://openalex.org/W2808454716","https://openalex.org/W2884660569","https://openalex.org/W2899656399","https://openalex.org/W2913535562","https://openalex.org/W2914506472","https://openalex.org/W2950723285","https://openalex.org/W2962756421","https://openalex.org/W2963512530","https://openalex.org/W2963707260","https://openalex.org/W2964047085","https://openalex.org/W3102736307","https://openalex.org/W6693665077","https://openalex.org/W6719451789","https://openalex.org/W6731976766"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Network":[0],"representation":[1,41,66],"learning":[2,10,42,46,67],"has":[3],"attracted":[4],"much":[5],"attention":[6],"as":[7],"a":[8,17,56,63],"new":[9],"paradigm":[11],"to":[12,50,69,107],"embed":[13],"network":[14,23,34,40,65],"vertices":[15],"into":[16,44,55],"low-dimensional":[18],"vector":[19,58],"space,":[20],"by":[21],"preserving":[22],"information.":[24],"In":[25],"this":[26],"paper,":[27],"in":[28,109,123],"the":[29,45,99,103,116],"light":[30],"of":[31,47,111,125],"user":[32,48,52],"co-tag":[33],"and":[35,74,77,113,115,127],"social":[36,53,75],"network,":[37],"we":[38,61,79],"introduced":[39],"techniques":[43],"preference,":[49],"encode":[51],"relations":[54],"continuous":[57],"space.":[59],"First,":[60],"proposed":[62],"hybrid":[64],"approach":[68],"effectively":[70],"utilize":[71],"users'":[72],"tagging":[73],"relationships,":[76],"then":[78],"took":[80],"it":[81],"for":[82],"service":[83],"recommendation.":[84],"The":[85],"experimental":[86],"results":[87],"show":[88],"that,":[89],"compared":[90],"with":[91],"four":[92],"baselines":[93,104],"on":[94],"two":[95],"public":[96],"data":[97],"sets,":[98],"improvement":[100,117],"ratio":[101],"over":[102],"is":[105,118],"up":[106],"50%":[108],"terms":[110,124],"Recall@10":[112],"Precision@10":[114],"even":[119],"more":[120],"than":[121],"90%":[122],"NDGG@10":[126],"MRR@10.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
