본문 바로가기
KERD
논문KCI 등재

공동 출원 특허정보와 정형적 개념분석을 활용한 기술협력 성과 분석 연구

Exploring Technology Cooperation Performance Using co-patent Information and Formal Concept Analysis

이희정|박찬호
한국산업경영시스템학회 (KOREAN SOCIETY OF INDUSTRIAL AND SYSTEMS ENGINEERING)|2023.10|한국산업경영시스템학회지 (Journal of Korean Society of Industrial and Systems Engineering)|제46권 제2023호|pp. 39-53

0

조회

0

다운로드

0

인용

0

참고문헌

키워드

Technology CooperationWeighted Formal Concept AnalysisCo-patent Analysis
주제분류산업공학

초록

Recently, the market competition has been fiercer due to the acceleration of technological change and the launch of intelligent products. In this situation, technology cooperation activities through networks rather than independent technological innovation activities of a single company or institution are recognized as a crucial strategy to gain competitiveness. Technology cooperation can take various forms depending on the target technology, and researchers have conducted performance analyses of technology cooperation types. However, there have not been data-based quantitative studies on the types and trends of technology cooperation for the target technology. In this paper, we explored the difference between the technology cooperation types by technology and time using the formal concept analysis method and co-patent information. In particular, the proposed methodology has been verified through the case study of electric vehicles, and it is intended to suggest the direction of technological cooperation according to specific technologies and cooperation targets in the future

Abstract

Recently, the market competition has been fiercer due to the acceleration of technological change and the launch of intelligent products. In this situation, technology cooperation activities through networks rather than independent technological innovation activities of a single company or institution are recognized as a crucial strategy to gain competitiveness. Technology cooperation can take various forms depending on the target technology, and researchers have conducted performance analyses of technology cooperation types. However, there have not been data-based quantitative studies on the types and trends of technology cooperation for the target technology. In this paper, we explored the difference between the technology cooperation types by technology and time using the formal concept analysis method and co-patent information. In particular, the proposed methodology has been verified through the case study of electric vehicles, and it is intended to suggest the direction of technological cooperation according to specific technologies and cooperation targets in the future

참고문헌 (34)

  1. Barnes, T., "Effective uni-versity-industry interaction : A multi-case evaluation of collaborative R&D projects", European Management Journal, 20(3), pp.272~285 (2002)
  2. Baum, J., "Don't Go It Alone : Alliance Network Composition and Startups Performance in Canadian Biotechnology", Strategic Management Journal, 21(3), pp.267~295 (2000)
  3. Bonaccorsi, A., "A theoretical frame-work for the evaluation of university-industry relation-ships", R&D Management, 24(3), pp.229~247 (1994)
  4. Cimiano, P., "Conceptual Knowledge Processing with Formal Concept Analysis and Ontologies", International Conference on Formal Concept Analysis, pp.189~207 (2004)
  5. Formica, A., "Ontology-based Concept Similarity in Formal Concept Analysis", Information Sciences, 176(18), pp.2624~2641 (2006)
  6. Hagedoorn, J., "Understanding the Rationale of Strategic Technology Partnering : Interorganizational Modes of Cooperation and Sectoral Differences", Strategic Manage-ment Journal, 14(5), pp.371~385 (1993)
  7. Hakanson, L., "Managing Cooperative Research and Development : Partner Selection and Contract Design", R&D Management, 23(4), pp.273~285 (1993)
  8. Hausman, J., "Econometric Models for Count Data with an Application to the Patents-R&D Relationship", Econometrica, 52(4), pp.909~938 (1984)
  9. 장성수, "인공지능 기술의 산업별 특허 협력 네트워크 분석", 경영과 정보연구, 42(1), pp.95~113 (2023), 대한경영정보학회[DOI]
  10. 주성환, "공동 특허 출원인간 협력 요인이 기술혁신성과에 미치는 영향 분석: 우리나라 정보통신업을 중심으로", 기술혁신연구, 25(4), pp.211~238 (2017), 기술경영경제학회[DOI]
  11. 강석민, "기술협력, 혁신 및 기업의 흡수능력에 관한 실증연구", 산업경제연구, 26(2), pp.945~959 (2013), 한국산업경제학회
  12. 김병근, "네트워크 분석을 이용한 국내 바이오테크(BT)연구의 협력특성과 특허성과의 관계에 대한 실증연구", 산업재산권, (51), pp.299~326 (2016), 한국지식재산학회
  13. 김규환, "특허정보를 활용한 농업부문 기술융합 및 기술협력 네트워크 분석", 한국산학기술학회논문지, 22(7), pp.518~527 (2021), 한국산학기술학회[DOI]
  14. 김흥규, "DEA를 이용한 R&D 사업의 효율성 비교 : 원천기술개발사업을 중심으로", 한국산업경영시스템학회지, 36(3), pp.126~132 (2013), 한국산업경영시스템학회[DOI]
  15. 김성홍, "개방형 제품혁신 성과에 관한 탐색적 연구: 제품혁신 전략, 원천, 파트너 기여도 관점", 대한경영학회지, 24(2), pp.685~703 (2011), 대한경영학회
  16. 김영조, "기술협력 활동이 중소기업의 기술혁신 성과에 미치는 영향:지식흡수능력(Absorptive Capacity)의 조절효과를 중심으로", 경영학연구, 34(5), pp.1365~1390 (2005), 한국경영학회
  17. Lanjouw, J., "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators", Economic Journal, 114(495), pp.441~465 (2004)
  18. 이창연, "중소기업의 산･연 기술협력 성과 영향 요인", 기술혁신학회지, 22(3), pp.416~445 (2019), 한국기술혁신학회[DOI]
  19. 임호근, "자동차 자율주행 기술 특허분석을 통한 기술협력 네트워크 분석", 한국산학기술학회논문지, 21(12), pp.688~701 (2020), 한국산학기술학회[DOI]
  20. Mohr, J., "Characteristics of partnership success: partnership attributes, communication behavior, and conflict resolution techniques", Strategic Management Journal, 15(2), pp.135~152 (1994)
  21. Mora-Valentin, E., "Determining factors in the success of R&D cooperative agreements between firms and research organizations", Research Policy, 33(1), pp.17~40 (2004)
  22. Park, W. J., "An empirical study on the influence of collabo-rative performance of large corporations and SMEs on innovative capabilities of SMEs", pp.2014
  23. Poelmans, J, "Conceptual Structures : From Information to Intelligence, Lecture Notes in Computer Science" (2010)
  24. Poelmans, J., "Formal Concept Analysis in Knowledge Processing : A Survey on Applications", Expert Systems with Applicati-ons, 40(16), pp.6538~6560 (2013)
  25. Poshyvanyk, D., "Combining Formal Concept Analysis with Information Retrieval for Concept Location in Source Code", 15th IEEE International Conference on Program Comprehension, pp.37~48 (2007)
  26. The Value of International Patent Rights, "Putnam", Yale University, ~ (1996)
  27. Santoro, M. D., "Firm size and tech-nology centrality in industry-university interactions", Research Policy, 31(7), pp.1163~1180 (2002)
  28. 서효석, "가중치를 적용한 정형적 개념분석을 통한 속성, 객체, 개념의 중요도 산출 기법", 대한산업공학회지, 46(6), pp.603~615 (2020), 대한산업공학회[DOI]
  29. 신일순, "바이오 중소기업의 기술협력이 기업성과에 미치는 효과에 대한 실증분석", 한국혁신학회지, 15(2), pp.25~55 (2020), 한국혁신학회[DOI]
  30. "Small Business Technology Roadmap"[URL]
  31. Stumme, G, "Principles of Data Mining and Knowledge Discovery, PKDD 1998, Lecture Notes in Computer Science" (1998)
  32. Tilley, T., "Formal Concept Analysis", pp.250~271 (2005)
  33. Trajtenberg., "A Penny for Your Quotes : Patent Citations and the Value of Innovations", RAND Journal of Economics, 21, pp.172~187 (1990)
  34. Wille, R., "Restructuring lattice theory : An approach based on hierarchies of concepts", NATO Advanced Studies Institute, 83, pp.445~470 (1982)

관련 논문AI추천

Analysis of Korean Electric Vehicle Research Trends Using Patent Data Focusing on Network Analysis김용진, 도충현아시아기술혁신학회 · Asian Journal of Innovation and Policy2025 · 제14권 제1호공공기관의 연구개발 협력이 특허성과에 미치는 영향 분석윤지웅, 추찬미사회과학연구소 · 사회과학연구2017 · 제43권 제3호공동 특허 출원인간 협력 요인이 기술혁신성과에 미치는 영향 분석: 우리나라 정보통신업을 중심으로서환주, 주성환기술경영경제학회 · 기술혁신연구2017 · 제25권 제4호한국 국가 R&D의 학제적 특성 분석 - 특허 공동IPC 연결망 분석의 활용 -박현석, 서원철, 윤장혁한국문헌정보학회 · 한국문헌정보학회지2012 · 제46권 제4호한국 자동차산업의 기술지식 진화와 지식창출 네트워크 변화구양미, 정진성한국경제지리학회 · 한국경제지리학회지2025 · 제28권 제2호특허의 Problem-Solution 텍스트 마이닝을 활용한 기술경쟁정보 분석 방법고남욱, 오승현, 윤장혁, 이지호, 정병기한국지식재산연구원 · 지식재산연구2018 · 제13권 제3호

이 간행물의 다른 논문 (9건)

텍스트 마이닝을 통한 건설기계분야 국내 정부 R&D 연구동향 분석배준수, 윤 봄pp. 1-8조선해양플랜트산업의 디지털 전환에 따른 파급효과 분석옥영석, 이영규, 이운식, 박세훈pp. 9-18성장사다리 관점에서의 우수제조혁신기업의 정부지원사업 효과성 분석정찬우, 김병기, 이해수, 오명준pp. 19-30목재칩의 식물영양제 함침방법과 토양 피복효과에 관한 연구조석운, 최대우, 홍유진, 박수진, 박희준, 최권웅pp. 31-38IPA를 활용한 보육지원서비스에 대한 창업성장 단계별 개선방안이현아, 권대규, 유 미pp. 54-60
원문 보기