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We adapt continuous time random walk (CTRW) formalism to describe asset price evolution and discuss some of the problems that can be treated using this approach. We basically focus on two aspects: (i) the derivation of the price…

物理与社会 · 物理学 2008-12-10 J. Masoliver , M. Montero , J. Perello , G. H. Weiss

Continuous time random walks (CTRWs) are used in physics to model anomalous diffusion, by incorporating a random waiting time between particle jumps. In finance, the particle jumps are log-returns and the waiting times measure delay between…

数据分析、统计与概率 · 物理学 2008-12-10 Mark M. Meerschaert , Enrico Scalas

Functional limit theorem for continuous-time random walks (CTRW) are found in general case of dependent waiting times and jump sizes that are also position dependent. The limiting anomalous diffusion is described in terms of fractional…

概率论 · 数学 2022-05-03 Vassili N. Kolokoltsov

The concept of continuous-time random walks (CTRW) is a generalization of ordinary random walk models, and it is a powerful tool for investigating a broad spectrum of phenomena in natural, engineering, social and economic sciences.…

统计力学 · 物理学 2015-06-12 Hamid Teimouri , Anatoly B. Kolomeisky

The well-scaled transition to the diffusion limit in the framework of the theory of continuous-time random walk (CTRW)is presented starting from its representation as an infinite series that points out the subordinated character of the CTRW…

统计力学 · 物理学 2015-06-25 Rudolf Gorenflo , Francesco Mainardi , Alessandro Vivoli

The usual development of the continuous time random walk (CTRW) assumes that jumps and time intervals are a two-dimensional set of independent and identically distributed random variables. In this paper we address the theoretical setting of…

数据分析、统计与概率 · 物理学 2008-09-29 Miquel Montero , Jaume Masoliver

Continuous-time random walks (CTRW) play important role in understanding of a wide range of phenomena. However, most theoretical studies of these models concentrate only on stationary-state dynamics. We present a new theoretical approach,…

统计力学 · 物理学 2015-05-14 Anatoly B. Kolomeisky

The usual development of the continuous-time random walk (CTRW) proceeds by assuming that the present is one of the jumping times. Under this restrictive assumption integral equations for the propagator and mean escape times have been…

统计金融 · 定量金融 2009-07-17 Javier Villarroel , Miquel Montero

In this paper we study controlled continuous time random walks (CTRWs) and heuristically derive pay-off function dynamic programming (DP) equations which turn in the limit of standard scaling to fractional Hamilton Jacobi Bellman type…

最优化与控制 · 数学 2012-04-05 V. Kolokoltsov , M. Veretennikova

In many physical, social or economical phenomena we observe changes of a studied quantity only in discrete, irregularly distributed points in time. The stochastic process used by physicists to describe this kind of variables is the…

统计金融 · 定量金融 2020-04-14 Jarosław Klamut , Tomasz Gubiec

The foundations of the fractional diffusion equation are investigated based on coupled and decoupled continuous time random walks (CTRW). For this aim we find an exact solution of the decoupled CTRW, in terms of an infinite sum of stable…

统计力学 · 物理学 2009-11-07 Eli Barkai

We propose a new Directed Continuous-Time Random Walk (CTRW) model with memory. As CTRW trajectory consists of spatial jumps preceded by waiting times, in Directed CTRW, we consider the case with only positive spatial jumps. Moreover, we…

统计金融 · 定量金融 2019-05-01 Jarosław Klamut , Tomasz Gubiec

In this article, we generalize the recent Discrete Time Random Walk (DTRW) algorithm, which was introduced for the computation of probability densities of fractional diffusion. Although it has the same computational complexity and shares…

计算物理 · 物理学 2018-08-20 Gurtek Gill , Peter Straka

In this paper, we consider a spectral analysis of the Correlated Random Walk (CRW) on the path. We apply an analytical method for the Quantum Walk to CRW. For the isospectral coin cases, we obtain all of the eigenvalues and the…

概率论 · 数学 2023-11-01 Yusuke Ide , Akihiro Narimatsu

We analyze generalized space-time fractional motions on undirected networks and lattices. The continuous-time random walk (CTRW) approach of Montroll and Weiss is employed to subordinate a space fractional walk to a generalization of the…

Continuous time random walks (CTRWs) are versatile models for anomalous diffusion processes that have found widespread application in the quantitative sciences. Their scaling limits are typically non-Markovian, and the computation of their…

概率论 · 数学 2014-07-25 Mark M. Meerschaert , Peter Straka

A physical-mathematical approach to anomalous diffusion may be based on fractional diffusion equations and related random walk models. The fundamental solutions of these equations can be interpreted as probability densities evolving in time…

统计力学 · 物理学 2008-05-27 Rudolf Gorenflo , Francesco Mainardi

Continuous time random walks have random waiting times between particle jumps. We define the correlated continuous time random walks (CTRWs) that converge to fractional Pearson diffusions (fPDs). The jumps in these CTRWs are obtained from…

概率论 · 数学 2017-08-24 Nikolai N. Leonenko , Ivan Papić , Alla Sikorskii , Nenad Šuvak

Subordinating a random walk to a renewal process yields a continuous time random walk (CTRW) model for diffusion, including the possibility of anomalous diffusion. Transition densities of scaling limits of power law CTRWs have been shown to…

概率论 · 数学 2010-05-14 Peter Straka , Bruce Ian Henry

Based on the Langevin description of the Continuous Time Random Walk (CTRW), we consider a generalization of CTRW in which the waiting times between the subsequent jumps are correlated. We discuss the cases of exponential and slowly…

统计力学 · 物理学 2015-05-13 A. V. Chechkin , M. Hofmann , I. M. Sokolov
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