{"id":"https://openalex.org/W4407255163","doi":"https://doi.org/10.1145/3708778.3708782","title":"Machine Learning-Based Patent Transferability Forecasting for Emerging Technology: A case study of graphene-based supercapacitors","display_name":"Machine Learning-Based Patent Transferability Forecasting for Emerging Technology: A case study of graphene-based supercapacitors","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4407255163","doi":"https://doi.org/10.1145/3708778.3708782"},"language":"en","primary_location":{"id":"doi:10.1145/3708778.3708782","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708778.3708782","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3708778.3708782","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102452466","display_name":"Yi Xu","orcid":"https://orcid.org/0000-0001-7556-6875"},"institutions":[{"id":"https://openalex.org/I4210148850","display_name":"National Science Library","ror":"https://ror.org/04ndjyr10","country_code":"CN","type":"archive","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210148850"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Xu","raw_affiliation_strings":["Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0001-7556-6875","affiliations":[{"raw_affiliation_string":"Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4210148850"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113425427","display_name":"Xian Zhang","orcid":"https://orcid.org/0000-0002-6297-1190"},"institutions":[{"id":"https://openalex.org/I4210148850","display_name":"National Science Library","ror":"https://ror.org/04ndjyr10","country_code":"CN","type":"archive","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210148850"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Zhang","raw_affiliation_strings":["Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0002-6297-1190","affiliations":[{"raw_affiliation_string":"Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4210148850"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiahui Li","orcid":"https://orcid.org/0009-0007-6510-8652"},"institutions":[{"id":"https://openalex.org/I4210148850","display_name":"National Science Library","ror":"https://ror.org/04ndjyr10","country_code":"CN","type":"archive","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210148850"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Li","raw_affiliation_strings":["Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0009-0007-6510-8652","affiliations":[{"raw_affiliation_string":"Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4210148850"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kun Liu","orcid":"https://orcid.org/0009-0008-2543-1620"},"institutions":[{"id":"https://openalex.org/I4210148850","display_name":"National Science Library","ror":"https://ror.org/04ndjyr10","country_code":"CN","type":"archive","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210148850"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Liu","raw_affiliation_strings":["Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0009-0008-2543-1620","affiliations":[{"raw_affiliation_string":"Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4210148850"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114803965","display_name":"Biao Zhang","orcid":"https://orcid.org/0000-0002-1393-860X"},"institutions":[{"id":"https://openalex.org/I4210148850","display_name":"National Science Library","ror":"https://ror.org/04ndjyr10","country_code":"CN","type":"archive","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210148850"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Zhang","raw_affiliation_strings":["Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0002-1393-860X","affiliations":[{"raw_affiliation_string":"Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4210148850"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"21","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.9587000012397766,"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":0.9587000012397766,"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/T11091","display_name":"Extraction and Separation Processes","score":0.9553999900817871,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12039","display_name":"Electron and X-Ray Spectroscopy Techniques","score":0.9002000093460083,"subfield":{"id":"https://openalex.org/subfields/2508","display_name":"Surfaces, Coatings and Films"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transferability","display_name":"Transferability","score":0.8276193141937256},{"id":"https://openalex.org/keywords/supercapacitor","display_name":"Supercapacitor","score":0.6802659630775452},{"id":"https://openalex.org/keywords/graphene","display_name":"Graphene","score":0.627758264541626},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4816928803920746},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4614578187465668},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4552520513534546},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.2665121555328369},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1672976016998291},{"id":"https://openalex.org/keywords/capacitance","display_name":"Capacitance","score":0.09916657209396362},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.06451961398124695}],"concepts":[{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.8276193141937256},{"id":"https://openalex.org/C6585489","wikidata":"https://www.wikidata.org/wiki/Q754523","display_name":"Supercapacitor","level":4,"score":0.6802659630775452},{"id":"https://openalex.org/C30080830","wikidata":"https://www.wikidata.org/wiki/Q169917","display_name":"Graphene","level":2,"score":0.627758264541626},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4816928803920746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4614578187465668},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4552520513534546},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.2665121555328369},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1672976016998291},{"id":"https://openalex.org/C30066665","wikidata":"https://www.wikidata.org/wiki/Q164399","display_name":"Capacitance","level":3,"score":0.09916657209396362},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.06451961398124695},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.0},{"id":"https://openalex.org/C17525397","wikidata":"https://www.wikidata.org/wiki/Q176140","display_name":"Electrode","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3708778.3708782","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708778.3708782","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3708778.3708782","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708778.3708782","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1982122985","https://openalex.org/W1988790447","https://openalex.org/W2002080902","https://openalex.org/W2005654259","https://openalex.org/W2010635808","https://openalex.org/W2022156453","https://openalex.org/W2069725931","https://openalex.org/W2119821739","https://openalex.org/W2181646242","https://openalex.org/W2555197705","https://openalex.org/W2911964244","https://openalex.org/W2935942167","https://openalex.org/W2948268978","https://openalex.org/W2997071385","https://openalex.org/W2999615587","https://openalex.org/W3093912225","https://openalex.org/W3177103790","https://openalex.org/W4214759466","https://openalex.org/W4386559989","https://openalex.org/W4388895136","https://openalex.org/W4391654809","https://openalex.org/W4392563205","https://openalex.org/W4400339257"],"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":{"Graphene-based":[0],"supercapacitors,":[1,139],"as":[2,147,162,185],"an":[3],"emerging":[4,38],"technology,":[5],"are":[6],"at":[7],"the":[8,15,24,34,62,71,84,108,133,193,198,213,254,269,273,279,305],"vanguard":[9],"of":[10,17,23,28,37,51,64,73,86,110,113,126,137,236,244,268,282,286],"innovation":[11,42,112],"and":[12,46,57,68,89,94,102,142,152,157,172,197,229,251,297],"transformation":[13],"in":[14,43,75,310],"field":[16],"energy":[18,44],"storage.":[19],"The":[20,49,209,234,266,284],"accurate":[21],"identification":[22],"technology":[25,45,120,134,308],"transfer":[26,121,135,141,151,309],"potential":[27,122,136,306],"graphene":[29,65],"supercapacitor":[30],"patents":[31,67,168],"can":[32],"facilitate":[33],"market":[35],"application":[36],"technologies,":[39],"thereby":[40],"promoting":[41],"sustainable":[47],"development.":[48],"objective":[50],"this":[52],"study":[53,81,203],"is":[54,239,260],"to":[55,69,98,106,131,191,262],"introduce":[56],"compare":[58],"forecasting":[59],"models":[60,210,238],"for":[61,307],"transferability":[63,78],"sensor":[66],"address":[70],"lack":[72],"interpretability":[74],"existing":[76],"patent":[77,92,95,100,119,140],"models.":[79,208],"This":[80,202],"focuses":[82],"on":[83,304],"process":[85],"knowledge":[87],"creation":[88],"diffusion,":[90],"selecting":[91],"text":[93],"examination":[96],"features":[97,105,285],"represent":[99],"quality":[101],"citation":[103,287],"network":[104],"quantify":[107],"level":[109,281],"technological":[111],"patents.":[114,311],"It":[115],"then":[116],"constructs":[117],"a":[118,242,301],"evaluation":[123],"system":[124],"consisting":[125],"sixteen":[127],"indicators.":[128],"In":[129],"order":[130],"ascertain":[132],"graphene-based":[138],"licensing":[143,153],"data":[144,154,166],"were":[145,160,183,189,212],"employed":[146,211],"proxy":[148],"variables.":[149],"Patent":[150],"from":[155,167],"universities":[156,171],"research":[158,173,270],"institutes":[159,174],"used":[161,184],"positive":[163],"samples,":[164],"while":[165],"held":[169],"by":[170],"that":[175,272],"had":[176],"not":[177],"been":[178],"transferred":[179],"until":[180],"their":[181],"expiration":[182],"negative":[186],"samples.":[187],"These":[188],"combined":[190],"construct":[192],"training":[194],"sample":[195,200],"set":[196],"test":[199],"set.":[201],"utilises":[204],"five":[205],"distinct":[206],"prediction":[207],"Random":[214],"Forest":[215],"(RF),":[216],"Support":[217],"Vector":[218],"Machine":[219],"(SVM),":[220],"Gradient":[221],"Boosting":[222,227],"Decision":[223],"Tree":[224],"(GBDT),":[225],"Adaptive":[226],"(AdaBoost),":[228],"Back":[230],"Propagation":[231],"(BP)":[232],"Algorithm.":[233],"performance":[235],"these":[237],"evaluated":[240],"using":[241],"series":[243],"metrics,":[245],"including":[246,289],"precision,":[247],"recall,":[248],"F1":[249],"score,":[250],"accuracy.":[252,283],"Additionally,":[253],"Shapley":[255],"Additive":[256],"Explanations":[257],"(SHAP)":[258],"model":[259,275,277],"introduced":[261],"identify":[263],"key":[264],"features.":[265],"findings":[267],"indicate":[271],"GBDT":[274],"Algorithm":[276],"has":[278],"highest":[280],"networks,":[288],"Network":[290],"Constraint":[291],"Index,":[292],"Out-Closeness":[293],"Centrality,":[294,299],"In-Closeness":[295],"Centrality":[296],"Out-Degree":[298],"exert":[300],"considerable":[302],"impact":[303]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
