Using the node importance of patent network to evaluate patent relational value
Jianming Guo1,2
1School of Information Management, Nanjing University, Nanjing, Jiangsu, China.
Plos One
|July 1, 2025
Summary
This study introduces a new patent node importance index (PNII) to evaluate patent value by analyzing citation network structures. PNII offers a more accurate and scientific assessment of patent relational value compared to traditional centrality measures.
Area of Science:
- Network Science
- Intellectual Property Management
- Bibliometrics
Background:
- Patent citation networks are crucial for evaluating technology value.
- Existing centrality measures often overlook the structural context of neighboring patents.
- A need exists for improved methods to assess patent relational value.
Purpose of the Study:
- To propose a novel index, the Patent Node Importance Index (PNII), for evaluating patent relational value.
- To incorporate local network structural information into patent value assessment.
- To compare the effectiveness of PNII against traditional centrality measures.
Main Methods:
- Construction of a comprehensive patent citation network.
- Definition and calculation of structural importance based on patent similarity and "node pairs" (neighboring patents and their neighbors).
- Application of the SIR model to assess patent propagation influence for comparative analysis.
Main Results:
- The proposed PNII effectively captures the structural importance of patents within the citation network.
- PNII demonstrates superior accuracy and scientific rigor in evaluating patent relational value compared to general network centralities.
- Analysis using the SIR model validates the enhanced evaluation capabilities of PNII.
Conclusions:
- The PNII offers a more scientific and accurate method for patent value evaluation by considering network structure.
- Network science principles can significantly enhance traditional patent analysis.
- This approach provides a valuable tool for understanding patent importance and technological relationships.
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