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신용평가에서 설명가능 인공지능의 활용에 관한 연구
Study on use of Explainable Artificial Intelligence in Credit Rating
- 정혜영;
- 윤영인;
- 김성욱
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
설명가능성; 인공지능; 신용평가; SHAP; LIME Explainable; AI; Credit evaluation; SHAP; LIME
- 제목
- 신용평가에서 설명가능 인공지능의 활용에 관한 연구
- 제목 (타언어)
- Study on use of Explainable Artificial Intelligence in Credit Rating
- 저자
- 정혜영; 윤영인; 김성욱
- 발행일
- 2024-07
- 유형
- 정기학술지(Article(Perspective Article포함))
- 저널명
- 문화기술의 융합
- 권
- 10
- 호
- 4
- 페이지
- 751 ~ 756