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Assessing dependence within co-movements of financial instruments has been of much interest in risk management. Typically, indices of tail dependence are used to quantify the strength of such dependence, although many of the indices…

统计方法学 · 统计学 2022-09-21 Ning Sun , Chen Yang , Ričardas Zitikis

Stochastic volatility processes with heavy-tailed innovations are a well-known model for financial time series. In these models, the extremes of the log returns are mainly driven by the extremes of the i.i.d. innovation sequence which leads…

概率论 · 数学 2016-03-25 Anja Janssen , Holger Drees

Despite the successes of probabilistic models based on passing noise through neural networks, recent work has identified that such methods often fail to capture tail behavior accurately, unless the tails of the base distribution are…

机器学习 · 统计学 2023-06-16 Feynman Liang , Liam Hodgkinson , Michael W. Mahoney

Gini-type correlation coefficients have become increasingly important in a variety of research areas, including economics, insurance and finance, where modelling with heavy-tailed distributions is of pivotal importance. In such situations,…

统计理论 · 数学 2016-07-12 Edward Furman , Ricardas Zitikis

We consider an investor, whose portfolio consists of a single risky asset and a risk free asset, who wants to maximize his expected utility of the portfolio subject to the Value at Risk assuming a heavy tail distribution of the stock prices…

投资组合管理 · 定量金融 2020-12-02 Subhojit Biswas , Diganta Mukherjee

We propose a new measure related with tail dependence in terms of correlation: quantile correlation coefficient of random variables X, Y. The quantile correlation is defined by the geometric mean of two quantile regression slopes of X on Y…

统计方法学 · 统计学 2018-03-19 Ji-Eun Choi , Dong Wan Shin

We consider a two dimensional reflecting random walk on the nonnegative integer quadrant. This random walk is assumed to be skip free in the direction to the boundary of the quadrant, but may have unbounded jumps in the opposite direction,…

概率论 · 数学 2014-06-24 Masahiro Kobayashi , Masakiyo Miyazawa

We develop an econometric framework integrating heavy-tailed Student's $t$ distributions with behavioral probability weighting while preserving infinite divisibility. Using 432{,}752 observations across 86 assets (2004--2024), we…

数理金融 · 定量金融 2025-11-21 Akash Deep , Svetlozar T. Rachev , Frank J. Fabozzi

At high levels, the asymptotic distribution of a stationary, regularly varying Markov chain is conveniently given by its tail process. The latter takes the form of a geometric random walk, the increment distribution depending on the sign of…

统计方法学 · 统计学 2014-12-11 Holger Drees , Johan Segers , Michał Warchoł

We study the asymptotic behavior of the difference between the values at risk VaR(L) and VaR(L+S) for heavy tailed random variables L and S for application in sensitivity analysis of quantitative operational risk management within the…

风险管理 · 定量金融 2017-08-25 Takashi Kato

In this paper, we introduce reduced-bias estimators for the estimation of the tail index of a Pareto-type distribution. This is achieved through the use of a regularised weighted least squares with an exponential regression model for…

统计方法学 · 统计学 2022-04-19 E. Ocran , R. Minkah , G. Kallah-Dagadu , K. Doku-Amponsah

We take an $L_1$-dense class of functions $\Cal F$ on a measurable space $(X,\Cal X)$ and a sequence of i.i.d. $X$-valued random variables $\xi_1,\dots,\xi_n$, and give a good estimate on the tail behaviour of $\sup\limits_{f\in\Cal…

概率论 · 数学 2014-07-07 Peter Major

For the past two decades investors have observed long memory and highly correlated behavior of asset classes that does not fit into the framework of Modern Portfolio Theory. Custom correlation and standard deviation estimators consider…

统计金融 · 定量金融 2017-04-18 Sergey Kamenshchikov , Ilia Drozdov

We prove that the tail probabilities of sums of independent uniform random variables, up to a multiplicative constant, are dominated by the Gaussian tail with matching variance and find the sharp constant for such stochastic domination.

概率论 · 数学 2026-03-05 Xinjie He , Tomasz Tkocz , Katarzyna Wyczesany

Expectile bears some interesting properties in comparison to the industry wide expected shortfall in terms of assessment of tail risk. We study the relationship between expectile and expected shortfall using duality results and the link to…

风险管理 · 定量金融 2020-06-04 Samuel Drapeau , Mekonnen Tadese

Returns distributions are heavy-tailed across asset classes. In this note, I examine the implications of this well-known stylized fact for the joint statistics of performance (absolute return) and Sharpe ratio (risk-adjusted return). Using…

统计金融 · 定量金融 2024-06-27 Matteo Smerlak

Risk measures like Marginal Expected Shortfall and Marginal Mean Excess quantify conditional risk and in particular, aid in the understanding of systemic risk. In many such scenarios, models exhibiting heavy tails in the margins and…

概率论 · 数学 2018-02-07 Bikramjit Das , Vicky Fasen-Hartmann

Let $\eta_1$, $\eta_2,\ldots$ be independent copies of a random variable $\eta$ with zero mean and finite variance which is bounded from the right, that is, $\eta\leq b$ almost surely for some $b>0$. Considering different types of the…

概率论 · 数学 2023-10-17 Alexander Iksanov , Vitali Wachtel

Sums of independent, bounded random variables concentrate around their expectation approximately as well a Gaussian of the same variance. Well known results of this form include the Bernstein, Hoeffding, and Chernoff inequalities and many…

离散数学 · 计算机科学 2017-04-25 Thomas Steinke , Jonathan Ullman

Likelihood-based procedures are a common way to estimate tail dependence parameters. They are not applicable, however, in non-differentiable models such as those arising from recent max-linear structural equation models. Moreover, they can…

统计方法学 · 统计学 2016-01-20 John H. J. Einmahl , Anna Kiriliouk , Johan Segers
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