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相关论文: On the Surprising Explanatory Power of Higher Real…

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The recent empirical work of Amaya et al. (2015) has pointed out that the realized skewness, which is the sample skewness of intraday high-frequency returns of a financial asset, serves as forecasting future returns in the cross-section.…

统计理论 · 数学 2018-01-22 Yuta Koike , Zhi Liu

This paper compares the accuracy of tail risk forecasts with a focus on including realized skewness and kurtosis in "additive" and "multiplicative" models. Utilizing a panel of 960 US stocks, we conduct diagnostic tests, employ scoring…

计量经济学 · 经济学 2024-09-23 Giampiero Gallo , Ostap Okhrin , Giuseppe Storti

Using intraday data for the cross-section of individual stocks, we show that both transitory and persistent fluctuations in realized market and average idiosyncratic volatility, skewness and kurtosis are differentially priced in the…

综合金融 · 定量金融 2024-03-05 Jozef Barunik , Josef Kurka

Cross-sectional dispersion in firm-level realized skewness is significantly and negatively related to future stock market returns. The predictive power of skewness dispersion is robust to in-sample and out-of-sample estimation and is…

综合金融 · 定量金融 2026-04-10 Mykola Babiak , Jozef Barunik , Josef Kurka

Skewness and kurtosis are fundamental statistical moments commonly used to quantify asymmetry and tail behavior in probability distributions. Despite their widespread application in statistical mechanics, condensed matter physics, and…

数学物理 · 物理学 2025-06-23 Carlo De Michele , Samuele De Bartolo

The discrepancy between realized volatility and the market's view of volatility has been known to predict individual equity options at the monthly horizon. It is not clear how this predictability depends on a forecast's ability to predict…

统计金融 · 定量金融 2025-06-10 Austin Pollok

We establish several new stylised facts concerning the intra-day seasonalities of stock dynamics. Beyond the well known U-shaped pattern of the volatility, we find that the average correlation between stocks increases throughout the day,…

统计金融 · 定量金融 2013-01-29 Romain Allez , Jean-Philippe Bouchaud

We derive new approximations for the Value at Risk and the Expected Shortfall at high levels of loss distributions with positive skewness and excess kurtosis, and we describe their precisions for notable ones such as for exponential, Pareto…

风险管理 · 定量金融 2023-12-25 Matyas Barczy , Adam Dudas , Jozsef Gall

Accurate forecasting of volatility and return quantiles is essential for evaluating financial tail risks such as value-at-risk and expected shortfall. This study proposes an extension of the traditional stochastic volatility model, termed…

计量经济学 · 经济学 2026-02-02 Makoto Takahashi , Yuta Yamauchi , Toshiaki Watanabe , Yasuhiro Omori

This paper provides an insight to the time-varying dynamics of the shape of the distribution of financial return series by proposing an exponential weighted moving average model that jointly estimates volatility, skewness and kurtosis over…

风险管理 · 定量金融 2012-06-08 A. Gabrielsen , P. Zagaglia , A. Kirchner , Z. Liu

Central moments and cumulants are often employed to characterize the distribution of data. The skewness and kurtosis are particularly useful for the detection of outliers, the assessment of departures from normally distributed data,…

天体物理仪器与方法 · 物理学 2014-03-24 Lorenzo Rimoldini

The literature often employs moment-based earnings risk measures like variance, skewness, and kurtosis. However, under heavy-tailed distributions, these moments may not exist in the population. Our empirical analysis reveals that population…

计量经济学 · 经济学 2024-02-20 Silvia Sarpietro , Yuya Sasaki , Yulong Wang

We perform return interval analysis of 1-min {\em{realized volatility}} defined by the sum of absolute high-frequency intraday returns for the Shanghai Stock Exchange Composite Index (SSEC) and 22 constituent stocks of SSEC. The scaling…

统计金融 · 定量金融 2009-09-11 Fei Ren , Gao-Feng Gu , Wei-Xing Zhou

In a recent paper [\textit{M. Cristelli, A. Zaccaria and L. Pietronero, Phys. Rev. E 85, 066108 (2012)}], Cristelli \textit{et al.} analysed relation between skewness and kurtosis for complex dynamical systems and identified two power-law…

统计力学 · 物理学 2014-12-04 Ahmet Celikoglu , Ugur Tirnakli

Cross-sectional signatures of market panic were recently discussed on daily time scales in [1], extended here to a study of cross-sectional properties of stocks on intra-day time scales. We confirm specific intra-day patterns of dispersion…

统计金融 · 定量金融 2010-10-26 Lisa Borland , Yoan Hassid

Noise is an unavoidable part of most measurements which can hinder a correct interpretation of the data. Uncertainties propagate in the data analysis and can lead to biased results even in basic descriptive statistics such as the central…

天体物理仪器与方法 · 物理学 2023-11-27 Lorenzo Rimoldini

We find a remarkable time persistence of various proxies for the kurtosis (p-kurtosis) of the intraday returns distribution for the S&P500 index and this permits a significant measure of their evolution from 1983 to 2004. There appears a…

统计金融 · 定量金融 2011-12-12 M. A. Virasoro

Dynamic trading strategies, in the spirit of trend-following or mean-reversion, represent an only partly understood but lucrative and pervasive area of modern finance. Assuming Gaussian returns and Gaussian dynamic weights or signals,…

投资组合管理 · 定量金融 2019-06-05 Nick Firoozye , Adriano Koshiyama

Although stochastic volatility and GARCH (generalized autoregressive conditional heteroscedasticity) models have successfully described the volatility dynamics of univariate asset returns, extending them to the multivariate models with…

计量经济学 · 经济学 2020-10-09 Yuta Yamauchi , Yasuhiro Omori

In this paper, different approaches to portfolio optimization having higher moments such as skewness and kurtosis are classified so that the reader can observe different paradigms and approaches in this field of research which is essential…

计算工程、金融与科学 · 计算机科学 2022-01-04 Farshad Noravesh , Kristiaan Kerstens
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