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Standard quantitative models of the stock market predict a log-normal distribution for stock returns (Bachelier 1900, Osborne 1959), but it is recognised (Fama 1965) that empirical data, in comparison with a Gaussian, exhibit leptokurtosis…

计算工程、金融与科学 · 计算机科学 2007-05-23 Gilles Daniel

Recent empirical studies suggest that the volatility of an underlying price process may have correlations that decay slowly under certain market conditions. In this paper, the volatility is modeled as a stationary process with long-range…

证券定价 · 定量金融 2018-04-17 Josselin Garnier , Knut Solna

In this manuscript, we analytically and numerically study statistical properties of an heteroskedastic process based on the celebrated ARCH generator of random variables whose variance is defined by a memory of $q_{m}$-exponencial, form…

数据分析、统计与概率 · 物理学 2009-01-23 Silvio M. Duarte Queiros

According to the leading models in modern finance, the presence of intraday lead-lag relationships between financial assets is negligible in efficient markets. With the advance of technology, however, markets have become more sophisticated.…

统计金融 · 定量金融 2014-01-03 Chester Curme , Michele Tumminello , Rosario N. Mantegna , H. Eugene Stanley , Dror Y. Kenett

This paper studies high-dimensional curve time series with common stochastic trends. A dual functional factor model structure is adopted with a high-dimensional factor model for the observed curve time series and a low-dimensional factor…

计量经济学 · 经济学 2025-09-16 Degui Li , Yu-Ning Li , Peter C. B. Phillips

We investigate the large-volatility dynamics in financial markets, based on the minute-to-minute and daily data of the Chinese Indices and German DAX. The dynamic relaxation both before and after large volatilities is characterized by a…

统计金融 · 定量金融 2011-03-28 X. F. Jiang , B. Zheng , J. Shen

The long-time dynamics of the $d$-dimensional spherical model with a non-conserved order parameter and quenched from an initial state with long-range correlations is studied through the exact calculation of the two-time autocorrelation and…

统计力学 · 物理学 2008-11-26 Alan Picone , Malte Henkel

The lifted Heston model is a stochastic volatility model emerging as a Markovian lift of the rough Heston model and the class of rough volatility processes. The model encodes the path dependency of volatility on a set of N square-root state…

数理金融 · 定量金融 2025-10-13 Nicola F. Zaugg , Lech A. Grzelak

Starting from inhomogeneous time scaling and linear decorrelation between successive price returns, Baldovin and Stella recently proposed a way to build a model describing the time evolution of a financial index. We first make it fully…

数据分析、统计与概率 · 物理学 2009-09-29 Damien Challet , Pier Paolo Peirano

Stochastic volatility models describe stock returns $r_t$ as driven by an unobserved process capturing the random dynamics of volatility $v_t$. The present paper quantifies how much information about volatility $v_t$ and future stock…

数理金融 · 定量金融 2016-10-04 Oliver Pfante , Nils Bertschinger

We analyse a period spanning 35 years of activity in the Sao Paulo Stock Exchange Index (IBOVESPA) and show that the Heston model with stochastic volatility is capable of explaining price fluctuations for time scales ranging from 5 minutes…

统计力学 · 物理学 2008-12-02 Renato Vicente , Charles M. de Toledo , Vitor B. P. Leite , Nestor Caticha

We study the temporal and spatial correlations in a one-dimensional model of a heterogeneous fault zone, in the presence of visco-elastic effects. As a function of dynamical weakening and of dissipation, the system exhibits three different…

统计力学 · 物理学 2015-06-24 Bora Orcal , Ayse Erzan

The cryptocurrency market is volatile, non-stationary and non-continuous. Together with liquid derivatives markets, this poses a unique opportunity to study risk management, especially the hedging of options, in a turbulent market. We study…

证券定价 · 定量金融 2022-12-05 Jovanka Lili Matic , Natalie Packham , Wolfgang Karl Härdle

We introduce a Hawkes-like process and study its scaling limit as the system becomes increasingly endogenous. We derive functional limit theorems for intensity and fluctuations. Then, we introduce a high-frequency model for a price of a…

概率论 · 数学 2018-07-12 Łukasz Treszczotko

In the absence of synaptic coupling, two or more neural oscillators may become synchronized by virtue of the statistical correlations in their noisy input streams. Recent work has shown that the degree of correlation transfer from input…

动力系统 · 数学 2015-03-17 Aushra Abouzeid , Bard Ermentrout

We introduce a multivariate stochastic volatility model for asset returns that imposes no restrictions to the structure of the volatility matrix and treats all its elements as functions of latent stochastic processes. When the number of…

机器学习 · 统计学 2017-01-09 P. Dellaportas , A. Plataniotis , M. K. Titsias

We introduce a novel Bayesian framework for estimating time-varying volatility by extending the Random Walk Stochastic Volatility (RWSV) model with Dynamic Shrinkage Processes (DSP) in log-variances. Unlike the classical Stochastic…

统计方法学 · 统计学 2025-12-25 Jason B. Cho , David S. Matteson

We consider the short time behaviour of stochastic systems affected by a stochastic volatility evolving at a faster time scale. We study the asymptotics of a logarithmic functional of the process by methods of the theory of homogenisation…

偏微分方程分析 · 数学 2014-05-14 Martino Bardi , Annalisa Cesaroni , Daria Ghilli

One popular approach for nonstructural economic and financial forecasting is to include a large number of economic and financial variables, which has been shown to lead to significant improvements for forecasting, for example, by the…

机器学习 · 统计学 2011-06-21 Song Song , Peter J. Bickel

Estimating volatility from recent high frequency data, we revisit the question of the smoothness of the volatility process. Our main result is that log-volatility behaves essentially as a fractional Brownian motion with Hurst exponent H of…

统计金融 · 定量金融 2014-10-14 Jim Gatheral , Thibault Jaisson , Mathieu Rosenbaum