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Given a finite collection of stochastic alternatives, we study the problem of sequentially allocating a fixed sampling budget to identify the optimal alternative with a high probability, where the optimal alternative is defined as the one…

统计方法学 · 统计学 2025-03-11 Dohyun Ahn , Taeho Kim

The generalised extreme value (GEV) distribution is a three parameter family that describes the asymptotic behaviour of properly renormalised maxima of a sequence of independent and identically distributed random variables. If the shape…

应用统计 · 统计学 2022-05-10 Daniela Castro-Camilo , Raphaël Huser , Håvard Rue

In this paper we derive the tail asymptotics of the product of two dependent Weibull-type risks, which is of interest in various statistical and applied probability problems. Our results extend some recent findings of Schlueter and Fischer…

概率论 · 数学 2014-12-12 E. Hashorva , Z. Weng

We consider the extreme eigenvalues of the sample covariance matrix $Q=YY^*$ under the generalized elliptical model that $Y=\Sigma^{1/2}XD.$ Here $\Sigma$ is a bounded $p \times p$ positive definite deterministic matrix representing the…

统计方法学 · 统计学 2023-04-20 Xiucai Ding , Jiahui Xie , Long Yu , Wang Zhou

In this paper, we propose a reduced-bias estimator of the EVI for Pareto-type tails (heavy-tailed) distributions. This is derived using the weighted least squares method. It is shown that the estimator is unbiased, consistent and…

统计方法学 · 统计学 2022-04-12 E. Ocran , R. Minkah , K. Doku-Amponsah

Building the future profit and loss (P&L) distribution of a portfolio holding, among other assets, highly non-linear and path-dependent derivatives is a challenging task. We provide a simple machinery where more and more assets could be…

风险管理 · 定量金融 2020-08-28 Pietro Rossi , Flavio Cocco , Giacomo Bormetti

In this paper we extend the Weibull power series (WPS) class of distributions and named this new class as extended Weibull power series (EWPS) class of distributions. The EWPS distributions are related to series and parallel systems with a…

统计方法学 · 统计学 2014-08-01 Alice L. Morais , Silvia L. P. Ferrari

Consider $n$ i.i.d. random vectors on $\mathbb{R}^2$, with unknown, common distribution function $F$. Under a sharpening of the extreme value condition on $F$, we derive a weighted approximation of the corresponding tail copula process.…

统计理论 · 数学 2007-06-13 John H. J. Einmahl , Laurens de Haan , Deyuan Li

We develop a semi-static framework for the variance-optimal hedging of multi-asset derivatives exposed to correlation and covariance risk. The approach combines continuous-time dynamic trading in the underlying assets with a static…

数理金融 · 定量金融 2026-03-27 Konstantinos Chatziandreou , Sven Karbach

In various applications of heavy-tail modelling, the assumed Pareto behavior is tempered ultimately in the range of the largest data. In insurance applications, claim payments are influenced by claim management and claims may for instance…

统计理论 · 数学 2020-09-29 Jose Carlos Araujo Acuna , Hansjoerg Albrecher , Jan Beirlant

We apply the Weibull distribution -- a two-parameter family from extreme-value theory -- as a diagnostic framework for element-wise weight magnitude distributions in transformers. At initialization, i.i.d. Gaussian weights give |w| ~…

机器学习 · 计算机科学 2026-05-20 Tiexin Ding

Markov switching models are often used to analyze financial returns because of their ability to capture frequently observed stylized facts. In this paper we consider a multivariate Student-t version of the model as a viable alternative to…

统计方法学 · 统计学 2014-03-04 Mauro Bernardi , Antonello Maruotti , Lea Petrella

We consider multivariate extreme value statistics for independent but nonidentically distributed random vectors. In particular, the data may have varying tail copulas and also heteroscedastic marginal distributions. Assuming smoothly…

统计理论 · 数学 2026-04-14 John H. J. Einmahl , Chen Zhou

Insurance data can be asymmetric with heavy tails, causing inadequate adjustments of the usually applied models. To deal with this issue, hierarchical models for collective risk with heavy-tails of the claims distributions that take also…

应用统计 · 统计学 2021-01-26 Pamela M. Chiroque-Solano , Fernando A. S. Moura

With uncertain changes of the economic environment, macroeconomic downturns during recessions and crises can hardly be explained by a Gaussian structural shock. There is evidence that the distribution of macroeconomic variables is skewed…

计量经济学 · 经济学 2021-05-25 Sune Karlsson , Stepan Mazur , Hoang Nguyen

Copula modeling consists in finding a probabilistic distribution, called copula, whereby its coupling with the marginal distributions of a set of random variables produces their joint distribution. The present work aims to use this…

数据分析、统计与概率 · 物理学 2018-04-24 Pierre Nazé

A large consensus now seems to take for granted that the distributions of empirical returns of financial time series are regularly varying, with a tail exponent close to 3. We revisit this results and use standard tests as well as develop a…

物理与社会 · 物理学 2008-12-10 Y. Malevergne , V. F. Pisarenko , D. Sornette

Expected risk minimization (ERM) is at the core of many machine learning systems. This means that the risk inherent in a loss distribution is summarized using a single number - its average. In this paper, we propose a general approach to…

机器学习 · 计算机科学 2023-01-24 Christian Fröhlich , Robert C. Williamson

We consider a model for multivariate data with heavy-tailed marginal distributions and a Gaussian dependence structure. The different marginals in the model are allowed to have non-identical tail behavior in contrast to most popular…

统计方法学 · 统计学 2023-05-23 Bikramjit Das

It is well known that the distribution of returns from various financial instruments are leptokurtic, meaning that the distributions have "fatter tails" than a Normal distribution, and have skew toward zero. This paper presents a graceful…

交易与市场微观结构 · 定量金融 2013-04-03 Ben Klemens
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