{"id":"https://openalex.org/W3094186098","doi":"https://doi.org/10.1109/access.2020.3030960","title":"Predicting Patent Transactions Using Patent-Based Machine Learning Techniques","display_name":"Predicting Patent Transactions Using Patent-Based Machine Learning Techniques","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3094186098","doi":"https://doi.org/10.1109/access.2020.3030960","mag":"3094186098"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3030960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3030960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09223646.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/8948470/09223646.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027288844","display_name":"Mirae Kim","orcid":"https://orcid.org/0009-0000-3763-1189"},"institutions":[{"id":"https://openalex.org/I4210153809","display_name":"MSD (South Korea)","ror":"https://ror.org/04vnck882","country_code":"KR","type":"company","lineage":["https://openalex.org/I1285764155","https://openalex.org/I4210153809"]},{"id":"https://openalex.org/I118373667","display_name":"Seoul National University of Science and Technology","ror":"https://ror.org/00chfja07","country_code":"KR","type":"education","lineage":["https://openalex.org/I118373667"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Mirae Kim","raw_affiliation_strings":["MSD Korea Ltd., Seoul, South Korea","Seoul National University of Science and Technology (SeoulTech), Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"MSD Korea Ltd., Seoul, South Korea","institution_ids":["https://openalex.org/I4210153809"]},{"raw_affiliation_string":"Seoul National University of Science and Technology (SeoulTech), Seoul, South Korea","institution_ids":["https://openalex.org/I118373667"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084941645","display_name":"Youngjung Geum","orcid":"https://orcid.org/0000-0001-7346-2060"},"institutions":[{"id":"https://openalex.org/I118373667","display_name":"Seoul National University of Science and Technology","ror":"https://ror.org/00chfja07","country_code":"KR","type":"education","lineage":["https://openalex.org/I118373667"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Youngjung Geum","raw_affiliation_strings":["Seoul National University of Science and Technology (SeoulTech), Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Seoul National University of Science and Technology (SeoulTech), Seoul, South Korea","institution_ids":["https://openalex.org/I118373667"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5027288844"],"corresponding_institution_ids":["https://openalex.org/I118373667","https://openalex.org/I4210153809"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5486,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.90701698,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"188833","last_page":"188843"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.9994000196456909,"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":0.9994000196456909,"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/T12722","display_name":"Innovation Policy and R&D","score":0.9573000073432922,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12851","display_name":"Firm Innovation and Growth","score":0.9286999702453613,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6871174573898315},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6757449507713318},{"id":"https://openalex.org/keywords/technological-change","display_name":"Technological change","score":0.600068211555481},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.5964499115943909},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5528712272644043},{"id":"https://openalex.org/keywords/patent-analysis","display_name":"Patent analysis","score":0.4926653504371643},{"id":"https://openalex.org/keywords/technology-transfer","display_name":"Technology transfer","score":0.48236149549484253},{"id":"https://openalex.org/keywords/jurisdiction","display_name":"Jurisdiction","score":0.4474855363368988},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.4273574948310852},{"id":"https://openalex.org/keywords/technology-management","display_name":"Technology management","score":0.415653795003891},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.35537371039390564},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2893083691596985},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.28905704617500305},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.20656314492225647},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08066189289093018}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6871174573898315},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6757449507713318},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.600068211555481},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.5964499115943909},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5528712272644043},{"id":"https://openalex.org/C2778029865","wikidata":"https://www.wikidata.org/wiki/Q25110998","display_name":"Patent analysis","level":2,"score":0.4926653504371643},{"id":"https://openalex.org/C2985879086","wikidata":"https://www.wikidata.org/wiki/Q1061910","display_name":"Technology transfer","level":2,"score":0.48236149549484253},{"id":"https://openalex.org/C2776949292","wikidata":"https://www.wikidata.org/wiki/Q471855","display_name":"Jurisdiction","level":2,"score":0.4474855363368988},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.4273574948310852},{"id":"https://openalex.org/C143219415","wikidata":"https://www.wikidata.org/wiki/Q1417293","display_name":"Technology management","level":2,"score":0.415653795003891},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.35537371039390564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2893083691596985},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.28905704617500305},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.20656314492225647},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08066189289093018},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3030960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3030960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09223646.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4bc0684e63d6484382c8e325363213fc","is_oa":true,"landing_page_url":"https://doaj.org/article/4bc0684e63d6484382c8e325363213fc","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 8, Pp 188833-188843 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3030960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3030960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09223646.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G342704958","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G4310969188","display_name":null,"funder_award_id":"NRF-2017R1E1A1A01077324","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5087316697","display_name":null,"funder_award_id":"2017R1E1A1A01077324","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5714608961","display_name":null,"funder_award_id":"2020R1I1A2070429","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7322552459","display_name":null,"funder_award_id":"NRF-2020R1I1A2070429","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7685055460","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G982292920","display_name":null,"funder_award_id":"NRF-20","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3094186098.pdf","grobid_xml":"https://content.openalex.org/works/W3094186098.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W76028117","https://openalex.org/W1070077533","https://openalex.org/W1511430906","https://openalex.org/W1539616673","https://openalex.org/W1565377632","https://openalex.org/W1966427768","https://openalex.org/W1980769943","https://openalex.org/W1990948347","https://openalex.org/W1991308616","https://openalex.org/W1994632152","https://openalex.org/W1999038692","https://openalex.org/W2010635808","https://openalex.org/W2017409998","https://openalex.org/W2027280210","https://openalex.org/W2044047874","https://openalex.org/W2045532993","https://openalex.org/W2056909456","https://openalex.org/W2069725931","https://openalex.org/W2073805776","https://openalex.org/W2094199978","https://openalex.org/W2099697360","https://openalex.org/W2107849044","https://openalex.org/W2120747312","https://openalex.org/W2126636363","https://openalex.org/W2139339877","https://openalex.org/W2146702706","https://openalex.org/W2155180196","https://openalex.org/W2157975090","https://openalex.org/W2160815625","https://openalex.org/W2172031644","https://openalex.org/W2181646242","https://openalex.org/W2238670701","https://openalex.org/W2317989172","https://openalex.org/W2542143308","https://openalex.org/W2565516711","https://openalex.org/W2744786323","https://openalex.org/W2760217853","https://openalex.org/W2768852601","https://openalex.org/W2894322723","https://openalex.org/W2897390271","https://openalex.org/W2911964244","https://openalex.org/W2940200036","https://openalex.org/W2956175108","https://openalex.org/W2963273475","https://openalex.org/W2999431522","https://openalex.org/W3042433202","https://openalex.org/W3121141669","https://openalex.org/W3122044612","https://openalex.org/W3122455458","https://openalex.org/W3122718753","https://openalex.org/W3124002336","https://openalex.org/W3124080187","https://openalex.org/W3124629433","https://openalex.org/W3125503049","https://openalex.org/W3125937743","https://openalex.org/W3143754874","https://openalex.org/W4206525126","https://openalex.org/W6755778132"],"related_works":["https://openalex.org/W2593935000","https://openalex.org/W2105589521","https://openalex.org/W2124300624","https://openalex.org/W4311716642","https://openalex.org/W1863171632","https://openalex.org/W2022974782","https://openalex.org/W4285062153","https://openalex.org/W2370444872","https://openalex.org/W1528703404","https://openalex.org/W2499645114"],"abstract_inverted_index":{"Technology":[0],"transfer":[1,118],"becomes":[2,15],"imperative":[3],"in":[4,31,69,131],"recent":[5],"business":[6],"environment":[7],"where":[8,133],"technology":[9,21,64,122,135],"changes":[10],"rapidly":[11],"and":[12,66,94,116,141],"its":[13],"complexity":[14],"sophisticated.":[16],"Among":[17],"various":[18],"context":[19],"of":[20,51,63,92,97,114],"transfer,":[22],"it":[23],"is":[24,126,138],"especially":[25],"important":[26],"to":[27,39,128],"predict":[28],"patent":[29,45,71,98],"transactions":[30],"such":[32],"fast-changing":[33],"industries.":[34],"Therefore,":[35],"this":[36,55,57],"study":[37,58,125],"aims":[38],"suggest":[40],"a":[41,48,107],"predictive":[42,80],"model":[43],"for":[44,77],"transaction":[46],"considering":[47],"wide":[49],"range":[50],"decision":[52,137],"variables.":[53],"For":[54],"purpose,":[56],"highlighted":[59],"two":[60],"considerations-technological":[61],"impact":[62],"donor":[65],"technological":[67,85,88,90,112],"proximity":[68],"previous":[70,95,117],"transactions.":[72],"Six":[73],"factors":[74],"are":[75,104],"employed":[76],"developing":[78],"our":[79],"model-technological":[81],"strength,":[82],"knowledge":[83],"accumulation,":[84],"protection":[86],"scope,":[87],"jurisdiction,":[89],"strength":[91,113],"companies,":[93],"history":[96,119],"transfers.":[99],"Five":[100],"machine":[101],"learning":[102],"techniques":[103],"employed.":[105],"As":[106],"result,":[108],"we":[109],"find":[110],"that":[111],"companies":[115],"significantly":[120],"affect":[121],"transfer.":[123],"This":[124],"expected":[127],"be":[129],"used":[130],"practice":[132],"the":[134],"buying":[136],"very":[139],"complicated":[140],"comprehensive.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}