신용평가에서 설명가능 인공지능의 활용에 관한 연구

Study on use of Explainable Artificial Intelligence in Credit Rating

초록

The accuracy of the model and the explanation of the results are important factors that should be considered simultaneously Recently, applications of explainable artificial intelligence are increasing, and it is especially widely applied in the financial field where interpretation of results is important. In this paper, we compare the performance of open API credit evaluation data using various machine learning techniques. In addition, existing financial logic is verified through explainable artificial intelligence technologies, SHAP and LIME. Accordingly, it is expected to demonstrate the applicability of machine learning in the financial market.

키워드

설명가능성인공지능신용평가SHAPLIME ExplainableAICredit evaluationSHAPLIME
제목
신용평가에서 설명가능 인공지능의 활용에 관한 연구
제목 (타언어)
Study on use of Explainable Artificial Intelligence in Credit Rating
저자
정혜영윤영인김성욱
DOI
10.17703/JCCT.2024.10.4.751
발행일
2024-07
유형
정기학술지(Article(Perspective Article포함))
저널명
문화기술의 융합
10
4
페이지
751 ~ 756