{"id":"https://openalex.org/W7124582839","doi":"https://doi.org/10.1007/s11192-025-05516-7","title":"Recommending university-industry collaboration: a topic-institution graph-based solution","display_name":"Recommending university-industry collaboration: a topic-institution graph-based solution","publication_year":2026,"publication_date":"2026-01-17","ids":{"openalex":"https://openalex.org/W7124582839","doi":"https://doi.org/10.1007/s11192-025-05516-7"},"language":"en","primary_location":{"id":"doi:10.1007/s11192-025-05516-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-025-05516-7","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-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/A5024519293","display_name":"Lingling Huang","orcid":"https://orcid.org/0000-0002-3647-2128"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Huang","raw_affiliation_strings":["Digital Economy and Policy Intelligentization Key Laboratory of Ministry of Industry and Information Technology, Beijing, China","School of Economics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Economy and Policy Intelligentization Key Laboratory of Ministry of Industry and Information Technology, Beijing, China","institution_ids":["https://openalex.org/I890469752"]},{"raw_affiliation_string":"School of Economics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123266640","display_name":"Xiaoli Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoli Cao","raw_affiliation_strings":["China Agricultural University Library, China Agricultural University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-4261-0645","affiliations":[{"raw_affiliation_string":"China Agricultural University Library, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123269398","display_name":"Hang Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I4210165204","display_name":"Zhuhai Institute of Advanced Technology","ror":"https://ror.org/05r1mzq61","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761","https://openalex.org/I4210165204"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Ren","raw_affiliation_strings":["Beijing Institute of Technology, Zhuhai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Institute of Technology, Zhuhai, China","institution_ids":["https://openalex.org/I4210165204","https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123275718","display_name":"Guangchao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangchao Wang","raw_affiliation_strings":["School of Economics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070811652","display_name":"Yani Wang","orcid":"https://orcid.org/0000-0003-1036-2569"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yani Wang","raw_affiliation_strings":["School of Global Governance, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Global Governance, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5123266640"],"corresponding_institution_ids":["https://openalex.org/I52158045"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08954845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"131","issue":"4","first_page":"2617","last_page":"2651"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.19830000400543213,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.19830000400543213,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.09030000120401382,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.05469999834895134,"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":0.7781999707221985},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5156999826431274},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.506600022315979},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4652000069618225},{"id":"https://openalex.org/keywords/semantic-network","display_name":"Semantic network","score":0.4431999921798706},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4251999855041504},{"id":"https://openalex.org/keywords/latent-semantic-analysis","display_name":"Latent semantic analysis","score":0.42089998722076416},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.39489999413490295},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.3594000041484833}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7781999707221985},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7199000120162964},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5612000226974487},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5156999826431274},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.506600022315979},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4729999899864197},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4652000069618225},{"id":"https://openalex.org/C85407183","wikidata":"https://www.wikidata.org/wiki/Q1045785","display_name":"Semantic network","level":2,"score":0.4431999921798706},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4251999855041504},{"id":"https://openalex.org/C170133592","wikidata":"https://www.wikidata.org/wiki/Q1806883","display_name":"Latent semantic analysis","level":2,"score":0.42089998722076416},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.39489999413490295},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3594000041484833},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.3571999967098236},{"id":"https://openalex.org/C558772884","wikidata":"https://www.wikidata.org/wiki/Q1508564","display_name":"Graph rewriting","level":3,"score":0.34439998865127563},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.3434999883174896},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.3292999863624573},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.30649998784065247},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.29159998893737793},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.29100000858306885},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2825999855995178},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.2558000087738037},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2540999948978424},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11192-025-05516-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-025-05516-7","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5284302234649658,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G5276698881","display_name":null,"funder_award_id":"72371026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G533425775","display_name":null,"funder_award_id":"72274013","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":100,"referenced_works":["https://openalex.org/W1966274078","https://openalex.org/W1973867393","https://openalex.org/W2079432741","https://openalex.org/W2095293504","https://openalex.org/W2155250110","https://openalex.org/W2173797018","https://openalex.org/W2256578089","https://openalex.org/W2287165611","https://openalex.org/W2340355443","https://openalex.org/W2591888683","https://openalex.org/W2593672369","https://openalex.org/W2595801627","https://openalex.org/W2751018680","https://openalex.org/W2772402249","https://openalex.org/W2808228432","https://openalex.org/W2843969754","https://openalex.org/W2897249806","https://openalex.org/W2911286998","https://openalex.org/W2953344106","https://openalex.org/W2954276048","https://openalex.org/W2962716526","https://openalex.org/W2962756421","https://openalex.org/W2964164193","https://openalex.org/W2965857891","https://openalex.org/W2970771982","https://openalex.org/W2973183454","https://openalex.org/W2985331920","https://openalex.org/W2986101799","https://openalex.org/W2996222654","https://openalex.org/W3007679051","https://openalex.org/W3037453128","https://openalex.org/W3040236257","https://openalex.org/W3093268518","https://openalex.org/W3112448250","https://openalex.org/W3121669486","https://openalex.org/W3124680412","https://openalex.org/W3125340956","https://openalex.org/W3169230274","https://openalex.org/W3171216807","https://openalex.org/W3178398479","https://openalex.org/W3189222497","https://openalex.org/W3198168376","https://openalex.org/W3199115060","https://openalex.org/W3202298983","https://openalex.org/W3204110179","https://openalex.org/W3205436994","https://openalex.org/W3207319897","https://openalex.org/W3217017905","https://openalex.org/W4200007238","https://openalex.org/W4200252091","https://openalex.org/W4206648852","https://openalex.org/W4210388738","https://openalex.org/W4220765533","https://openalex.org/W4220808225","https://openalex.org/W4220932524","https://openalex.org/W4221067359","https://openalex.org/W4289877870","https://openalex.org/W4292092490","https://openalex.org/W4313531743","https://openalex.org/W4316466119","https://openalex.org/W4321479942","https://openalex.org/W4327939999","https://openalex.org/W4360862318","https://openalex.org/W4362469992","https://openalex.org/W4362671623","https://openalex.org/W4376274690","https://openalex.org/W4380685720","https://openalex.org/W4381681401","https://openalex.org/W4383047254","https://openalex.org/W4384080092","https://openalex.org/W4384822319","https://openalex.org/W4385895467","https://openalex.org/W4386085935","https://openalex.org/W4386975331","https://openalex.org/W4387775026","https://openalex.org/W4387844728","https://openalex.org/W4387950539","https://openalex.org/W4389509806","https://openalex.org/W4390202391","https://openalex.org/W4390522043","https://openalex.org/W4390541142","https://openalex.org/W4390820841","https://openalex.org/W4399556058","https://openalex.org/W4399689207","https://openalex.org/W4401506414","https://openalex.org/W4401567681","https://openalex.org/W4402162804","https://openalex.org/W4402616593","https://openalex.org/W4403021815","https://openalex.org/W4403289721","https://openalex.org/W4403299289","https://openalex.org/W4403986512","https://openalex.org/W4404061815","https://openalex.org/W4405433256","https://openalex.org/W4406526098","https://openalex.org/W4407015256","https://openalex.org/W4407773139","https://openalex.org/W4407953357","https://openalex.org/W4410293100","https://openalex.org/W4412876860"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-26T06:01:38.667478","created_date":"2026-01-19T00:00:00"}