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cs.CL2024
Early screening of potential breakthrough technologies with enhanced interpretability: A patent-specific hierarchical attention network model
Jaewoong Choi, Janghyeok Yoon, Changyong Lee
Despite the usefulness of machine learning approaches for the early screening of potential breakthrough technologies, their practicality is often hindered by opaque models. To addr…
cs.CL2024
Design of reliable technology valuation model with calibrated machine learning of patent indicators
Seunghyun Lee, Janghyeok Yoon, Jaewoong Choi
Machine learning (ML) has revolutionized the digital transformation of technology valuation by predicting the value of patents with high accuracy. However, the lack of validation r…