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초록
In this paper, we propose a statistic to measure investor sentiment. It is a usual phenomenon that an asymmetric volatility (referred to as the leverage effect) is observed in financial time series and is more sensitive to bad news rather than good news. In a bubble state, investors tend to continuously speculate on financial instruments because of optimism about the future; subsequently, prices tend to abnormally increase for a long time. Estimators of the transformation parameter and the skewness based on Yeo-Johnson transformed GARCH models are employed to check whether a bubble or abnormality exist. We verify the appropriacy of the proposed interpretation through analyses of KOSPI and NIKKEI.
키워드
GARCH model; leverage effect; skewness; Yeo-Johnson transformation.
- 제목
- Statistical Interpretation of Economic Bubbles
- 저자
- 여인권
- 발행일
- 2012-12
- 저널명
- 응용통계연구
- 권
- 25
- 호
- 6
- 페이지
- 889 ~ 896