Statistical Interpretation of Economic Bubbles
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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 modelleverage effectskewnessYeo-Johnson transformation.
제목
Statistical Interpretation of Economic Bubbles
저자
여인권
DOI
10.5351/KJAS.2012.25.6.889
발행일
2012-12
저널명
응용통계연구
25
6
페이지
889 ~ 896