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相关论文: Risk measures with non-Gaussian fluctuations

200 篇论文

We propose novel methods for change-point testing for nonparametric estimators of expected shortfall and related risk measures in weakly dependent time series. We can detect general multiple structural changes in the tails of marginal…

计量经济学 · 经济学 2025-10-07 Lin Fan , Junting Duan , Peter W. Glynn , Markus Pelger

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

Regulatory requirements dictate that financial institutions must calculate risk capital (funds that must be retained to cover future losses) at least annually. Procedures for doing this have been well-established for many years, but recent…

计算金融 · 定量金融 2017-05-22 Peter Mitic

Using a family of modified Weibull distributions, encompassing both sub-exponentials and super-exponentials, to parameterize the marginal distributions of asset returns and their natural multivariate generalizations, we give exact formulas…

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

The daily volume of transaction on the New York Stock Exchange and its day-to-day fluctuations are analysed with respect to power-law tails as well long-term trends. We also model the transition to a Gaussian distribution for longer time…

物理与社会 · 物理学 2009-11-11 Caglar Tuncay , Dietrich Stauffer

This book chapter illustrates how to apply extreme value statistics to financial time series data. Such data often exhibits strong serial dependence, which complicates assessment of tail risks. We discuss the two main approches to tail risk…

风险管理 · 定量金融 2024-09-30 Anna Kiriliouk , Chen Zhou

Conditional forecasts of risk measures play an important role in internal risk management of financial institutions as well as in regulatory capital calculations. In order to assess forecasting performance of a risk measurement procedure,…

风险管理 · 定量金融 2017-02-22 Natalia Nolde , Johanna F. Ziegel

This paper explores the applications of the 20/60/20 rule-a heuristic method that segments data into top-performing, average-performing, and underperforming groups-in mathematical finance. We review the statistical foundations of this rule…

投资组合管理 · 定量金融 2025-04-07 Kewin Pączek , Damian Jelito , Marcin Pitera , Agnieszka Wyłomańska

We introduce a faithful representation of the heavy tail multivariate distribution of asset returns, as parsimonous as the Gaussian framework. Using calculation techniques of functional integration and Feynman diagrams borrowed from…

统计力学 · 物理学 2008-12-02 D. Sornette , J. V. Andersen , P. Simonetti

A new model for stock price fluctuations is proposed, based upon an analogy with the motion of tracers in Gaussian random fields, as used in turbulent dispersion models and in studies of transport in dynamically disordered media. Analytical…

统计力学 · 物理学 2009-11-10 James P. Gleeson

Motivated by applications in hydrodynamics and networks of thermostatically-control loads in buildings we study control of linear dynamical systems driven by additive and also multiplicative noise of a general position. Utilizing…

系统与控制 · 电气工程与系统科学 2023-12-12 Michael Chertkov

We investigate the cumulative Tsallis entropy, an information measure recently introduced as a cumulative version of the classical Tsallis differential entropy, which is itself a generalization of the Boltzmann-Gibbs statistics. This…

统计理论 · 数学 2023-06-02 Guillaume Dulac , Thomas Simon

I report a new statistical distribution formulated to confront the infamous, long-standing, computational/modeling challenge presented by highly skewed and/or leptokurtic ("fat- or heavy-tailed") data. The distribution is straightforward,…

统计金融 · 定量金融 2011-11-01 Lawrence R. Thorne

This paper derives -- considering a Gaussian setting -- closed form solutions of the statistics that Adrian and Brunnermeier and Acharya et al. have suggested as measures of systemic risk to be attached to individual banks. The statistics…

风险管理 · 定量金融 2012-11-20 Manfred Jaeger-Ambrozewicz

We present elliptical processes, a family of non-parametric probabilistic models that subsume Gaussian processes and Student's t processes. This generalization includes a range of new heavy-tailed behaviors while retaining computational…

机器学习 · 计算机科学 2023-11-23 Maria Bånkestad , Jens Sjölund , Jalil Taghia , Thomas B. Schöon

I introduce a model-free methodology to assess the impact of disaster risk on the market return. Using S&P500 returns and the risk-neutral quantile function derived from option prices, I employ quantile regression to estimate local…

综合经济学 · 经济学 2023-10-27 Tjeerd de Vries

We develop a general theory of risk measures that determines the optimal amount of capital to raise and invest in a portfolio of reference traded securities in order to meet a pre-specified regulatory requirement. The distinguishing feature…

数理金融 · 定量金融 2021-11-17 Maria Arduca , Cosimo Munari

Modifications of the Cont-Bouchaud percolation model for price fluctuations give an asymmetry for time-reversal, an asymmetry between high and low prices, volatility clustering, effective multifractality, correlations between volatility and…

统计力学 · 物理学 2007-05-23 I. Chang , D. Stauffer , R. B. Pandey

We revisit the problem of pricing options with historical volatility estimators. We do this in the context of a generalized GARCH model with multiple time scales and asymmetry. It is argued that the reason for the observed volatility risk…

证券定价 · 定量金融 2014-02-07 Samuel E. Vazquez

The purpose of this research article is to discover how the econophysics analysis can complement the econometrics models in application to the risk management in the central banks and financial institutions, operating within the nonlinear…

综合金融 · 定量金融 2012-11-20 Dimitri O. Ledenyov , Viktor O. Ledenyov