Open Access

Optimization of Machine Learning-based Value Assessment Model in High Value Patent Cultivation in Universities

  
Sep 03, 2024

Cite
Download Cover

Gambardella, A., Harhoff, D., & Verspagen, B. (2017). The economic value of patent portfolios. Journal of Economics & Management Strategy, 26(4), 735-756. Search in Google Scholar

Du, W., Wang, Y., Xu, W., & Ma, J. (2021). A personalized recommendation system for high-quality patent trading by leveraging hybrid patent analysis. Scientometrics, 126, 9369-9391. Search in Google Scholar

Chen, X., Liu, Z., & Zhu, Q. (2020). Reprint of” Performance evaluation of China’s high-tech innovation process: Analysis based on the innovation value chain”. Technovation, 94, 102094. Search in Google Scholar

Marco, A. C., Sarnoff, J. D., & Charles, A. W. (2019). Patent claims and patent scope. Research Policy, 48(9), 103790. Search in Google Scholar

Higham, K., De Rassenfosse, G., & Jaffe, A. B. (2021). Patent quality: Towards a systematic framework for analysis and measurement. Research Policy, 50(4), 104215. Search in Google Scholar

Suzgun, M., Melas-Kyriazi, L., Sarkar, S., Kominers, S. D., & Shieber, S. (2024). The harvard uspto patent dataset: A large-scale, well-structured, and multi-purpose corpus of patent applications. Advances in Neural Information Processing Systems, 36. Search in Google Scholar

Kalıp, N. G., Erzurumlu, Y. Ö., & Gün, N. A. (2022). Qualitative and quantitative patent valuation methods: A systematic literature review. World Patent Information, 69, 102111. Search in Google Scholar

Zhou, G., Tong, Y., & Wang, H. (2023). Analysis of Key Features of High-Value Patent Based on Lasso-Logit. Financial Engineering and Risk Management, 6(3), 87-95. Search in Google Scholar

Feng, B., Huang, T., & Feng, J. (2022). Construction and Application of Patent Valuation Index System--A Case Study of Xuji Group. Forest Chemicals Review, 1811-1828. Search in Google Scholar

Kronemeyer, L. L., Draeger, R., & Moehrle, M. G. (2021). Stimulating R&D by finding frugal patents: A process model and a comparison between different evaluation methods. IEEE Transactions on Engineering Management, 70(2), 615-630. Search in Google Scholar

Li, G., Xue, H., Wei-chun, Y., & Chen, H. (2018, August). A Study on Establishment of the Patent Application Quality Evaluation Index System. In 2018 Portland International Conference on Management of Engineering and Technology (PICMET) (pp. 1-6). IEEE. Search in Google Scholar

Kabore, F. P., & Park, W. G. (2019). Can patent family size and composition signal patent value?. Applied Economics, 51(60), 6476-6496. Search in Google Scholar

Ren, H., & Sun, C. (2023, August). Prediction of Patent Value Based on Machine Learning Algorithms. In Proceedings of the 2nd International Conference on Information Economy, Data Modeling and Cloud Computing, ICIDC 2023, June 2–4, 2023, Nanchang, China. Search in Google Scholar

Language:
English