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We study large deviation probabilities for a sum of dependent random variables from a heavy-tailed factor model, assuming that the components are regularly varying. We identify conditions where both the factor and the idiosyncratic terms…

概率论 · 数学 2007-12-05 Boualem Djehiche , Jens Svensson

Condensation phenomena are ubiquitous in nature and are found in condensed matter, disordered systems, networks, finance, etc. In the present work we investigate one of the best frameworks in which condensation phenomena take place, namely,…

统计力学 · 物理学 2015-02-03 Mario Filiasi , Elia Zarinelli , Erik Vesselli , Matteo Marsili

Modern risk modelling approaches deal with vectors of multiple components. The components could be, for example, returns of financial instruments or losses within an insurance portfolio concerning different lines of business. One of the…

概率论 · 数学 2021-05-12 Miriam Hägele , Jaakko Lehtomaa

Financial time series exhibit multiscale behavior, with interaction between multiple processes operating on different timescales. This paper introduces a method for separating these processes using variance and tail stationarity criteria,…

投资组合管理 · 定量金融 2026-01-19 Jan Rosenzweig

A classic problem in physics is the origin of fat tailed distributions generated by complex systems. We study the distributions of stock returns measured over different time lags $\tau.$ We find that destroying all correlations without…

无序系统与神经网络 · 物理学 2008-12-02 G. M. Viswanathan , U. L. Fulco , M. L. Lyra , M. Serva

Financial markets provide an ideal frame for the study of crossing or first-passage time events of non-Gaussian correlated dynamics mainly because large data sets are available. Tick-by-tick data of six futures markets are herein considered…

统计金融 · 定量金融 2011-12-23 Josep Perelló , Mario Gutiérrez-Roig , Jaume Masoliver

Large-deviations theory deals with tails of probability distributions and the rare events of random processes, for example spreading packets of particles. Mathematically, it concerns the exponential fall-of of the density of thin-tailed…

统计力学 · 物理学 2017-07-04 Erez Aghion , David A. Kessler , Eli Barkai

We propose a random walk model of asset returns where the parameters depend on market stress. Stress is measured by, e.g., the value of an implied volatility index. We show that model parameters including standard deviations and…

综合金融 · 定量金融 2016-05-11 Martin Gremm

The purpose of this paper is to show that the use of heavy-tailed distributions in Financial problems is theoretically baseless and can lead to significant misunderstandings. The reason for this the authors see in an incorrect…

概率论 · 数学 2015-07-29 Lev B Klebanov , Irina V Volchenkova

We consider a multivariate heavy-tailed stochastic volatility model and analyze the large-sample behavior of its sample covariance matrix. We study the limiting behavior of its entries in the infinite-variance case and derive results for…

概率论 · 数学 2016-05-10 Anja Janßen , Thomas Mikosch , Mohsen Rezapour , Xiaolei Xie

It is known that large deviations of sums of subexponential random variables are most likely realised by deviations of a single random variable. In this article we give a detailed picture of how subexponential random variables are…

概率论 · 数学 2013-06-25 Inés Armendáriz , Michail Loulakis

It is well-known that large deviations of random walks driven by independent and identically distributed heavy-tailed random variables are governed by the so-called principle of one large jump. We note that further subtleties hold for such…

概率论 · 数学 2017-01-30 Harald Bernhard , Bikramjit Das

Heavy-tailed distributions are found throughout many naturally occurring phenomena. We have reviewed the models of stochastic dynamics that lead to heavy-tailed distributions (and power law distributions, in particular) including the…

数学物理 · 物理学 2011-05-09 Ph. Blanchard , T. Krueger , D. Volchenkov

With the rise of computing and artificial intelligence, advanced modeling and forecasting has been applied to High Frequency markets. A crucial element of solid production modeling though relies on the investigation of data distributions…

交易与市场微观结构 · 定量金融 2021-10-27 Jeremy D. Turiel , Tomaso Aste

We discuss diffusion properties of a dynamical system, which is characterised by long-tail distributions and finite correlations. The particle velocity has the stable L\'evy distribution; it is assumed as a jumping process (the kangaroo…

统计力学 · 物理学 2011-06-21 Tomasz Srokowski

We show that the quotient of Levy processes of jump-diffusion type has a fat-tailed distribution. An application is to price theory in economics. We show that fat tails arise endogenously from modeling of price change based on an excess…

综合经济学 · 经济学 2021-03-11 Gunduz Caginalp

We obtain concentration and large deviation for the sums of independent and identically distributed random variables with heavy-tailed distributions. Our concentration results are concerned with random variables whose distributions satisfy…

概率论 · 数学 2022-07-27 Milad Bakhshizadeh , Arian Maleki , Victor H. de la Pena

Eigenvalues of Wigner matrices has been a major topic of investigation. A particularly important subclass of such random matrices is formed by the adjacency matrix of an Erd\H{o}s-R\'{e}nyi graph $\mathcal{G}_{n,p}$ equipped with i.i.d.…

概率论 · 数学 2022-06-15 Shirshendu Ganguly , Ella Hiesmayr , Kyeongsik Nam

Using the framework of factor models, we establish the general expression of the coefficient of tail dependence between the market and a stock (i.e., the probability that the stock incurs a large loss, assuming that the market has also…

统计力学 · 物理学 2008-12-10 Y. Malevergne , D. Sornette

We present an analytical technique to compute the probability of rare events in which the largest eigenvalue of a random matrix is atypically large (i.e.\ the right tail of its large deviations). The results also transfer to the left tail…

统计力学 · 物理学 2021-05-26 Antoine Maillard
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