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특허 포트폴리오의 어휘 다양성과 특허성과의 관계
초록
This study examines how technology diversification is related to patent quality by using text-based analysis. Technology diversification is a type of a firm’s R&D strategy aimed at extending the scope of intellectual property rights and thereby expanding its influence on competitors in the technology-based market. Diversifying technology stock has the benefits of becoming nimble in the fast-changing technological environment and enabling firms to affect the entrance of new players in the market. However, technological diversification has the risk of failing to concentrate R&D resources, which likely results in producing only fragmented patents that are less impactful on subsequent technology. This study uses text-mining analysis to develop a content-based indicator that can effectively measure the level of technology diversification. This work also introduces lexical diversity and patent-stock heterogeneity based on term-matrix similarity and performs an analysis of their potential as a consistent measure for diversification level. Regression analyses using lexical diversity produces meaningful implications. The results show that unlike the classification-based approach, lexical diversity has a consistent and positive correlation with forward citations, which suggests that all other factors being equal, diversified patent stocks are likely to have more impact on future technology.
키워드
- 제목
- 특허 포트폴리오의 어휘 다양성과 특허성과의 관계
- 제목 (타언어)
- Lexical Diversity of Patent Portfolio and Its Relationship to Patent Impact
- 저자
- 허원창
- 발행일
- 2021-02
- 유형
- Y
- 저널명
- 한국경영과학회지
- 권
- 46
- 호
- 1
- 페이지
- 1 ~ 13