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This paper develops a point impact linear regression model in which the trajectory of a continuous stochastic process, when evaluated at a sensitive time point, is associated with a scalar response. The proposed model complements and is…

统计理论 · 数学 2010-10-22 Ian W. McKeague , Bodhisattva Sen

We propose a general interpretation for long-range correlation effects in the activity and volatility of financial markets. This interpretation is based on the fact that the choice between `active' and `inactive' strategies is subordinated…

无序系统与神经网络 · 物理学 2009-11-07 Irene Giardina , Jean-Philippe Bouchaud , Marc Mézard

In the face of the upcoming 30th anniversary of econophysics, we review our contributions and other related works on the modeling of the long-range memory phenomenon in physical, economic, and other social complex systems. Our group has…

物理与社会 · 物理学 2021-08-31 Rytis Kazakevicius , Aleksejus Kononovicius , Bronislovas Kaulakys , Vygintas Gontis

In this paper an arbitrage strategy is constructed for the modified Black-Scholes model driven by fractional Brownian motion or by a time changed fractional Brownian motion, when the volatility is stochastic. This latter property allows the…

信息论 · 计算机科学 2007-07-13 Erhan Bayraktar , H. Vincent Poor

Sparse functional/longitudinal data have attracted widespread interest due to the prevalence of such data in social and life sciences. A prominent scenario where such data are routinely encountered are accelerated longitudinal studies,…

统计方法学 · 统计学 2024-06-24 Yidong Zhou , Hans-Georg Müller

Financial markets have long since been modeled using stochastic methods such as Brownian motion, and more recently, rough volatility models have been built using fractional Brownian motion. This fractional aspect brings memory into the…

统计金融 · 定量金融 2024-07-01 Patrick Geraghty

A fractal approach to the long-short portfolio optimization is proposed. The algorithmic system based on the composition of market-neutral spreads into a single entity was considered. The core of the optimization scheme is a fractal walk…

投资组合管理 · 定量金融 2016-12-20 Sergey Kamenshchikov , Ilia Drozdov

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

Stochastic differential equations and stochastic dynamics are good models to describe stochastic phenomena in real world. In this paper, we study N independent stochastic processes Xi(t) with real entries and the processes are determined by…

统计理论 · 数学 2020-01-07 Min Dai , Jinqiao Duan , Junjun Liao , Xiangjun Wang

Social, technological and economic time series are divided by events which are usually assumed to be random albeit with some hierarchical structure. It is well known that the interevent statistics observed in these contexts differs from the…

交易与市场微观结构 · 定量金融 2008-12-02 J. Perello , J. Masoliver , A. Kasprzak , R. Kutner

In this paper, we provide a simple, ``generic'' interpretation of multifractal scaling laws and multiplicative cascade process paradigms in terms of volatility correlations. We show that in this context 1/f power spectra, as observed…

凝聚态物理 · 物理学 2009-10-31 J. F. Muzy , J. Delour , E. Bacry

Employing a recent technique which allows the representation of nonstationary data by means of a juxtaposition of locally stationary patches of different length, we introduce a comprehensive analysis of the key observables in a financial…

统计金融 · 定量金融 2013-05-03 Sabrina Camargo , Silvio M. Duarte Queiros , Celia Anteneodo

This paper builds a model of high-frequency equity returns by separately modeling the dynamics of trade-time returns and trade arrivals. Our main contributions are threefold. First, we characterize the distributional behavior of…

交易与市场微观结构 · 定量金融 2014-09-02 Eric M. Aldrich , Indra Heckenbach , Gregory Laughlin

We obtain option pricing formulas for stock price models in which the drift and volatility terms are functionals of a continuous history of the stock prices. That is, the stock dynamics follows a nonlinear stochastic functional differential…

证券定价 · 定量金融 2020-11-17 Flavia Sancier , Salah Mohammed

The main focus of this work is to understand the dynamics of non regulated markets. The present model can describe the dynamics of any market where the pricing is based on supply and demand. It will be applied here, as an example, for the…

adap-org · 物理学 2007-05-23 Andreas Schaale

The records statistics in stationary and non-stationary fractal time series is studied extensively. By calculating various concepts in record dynamics, we find some interesting results. In stationary fractional Gaussian noises, we observe a…

数据分析、统计与概率 · 物理学 2017-04-17 A. Aliakbari , P. Manshour , M. J. Salehi

We introduce fractional Brownian motion processes (fBm) as an alternative model for the turbulent index of refraction. These processes allow to reconstruct most of the index properties, but they are not differentiable. We overcome the…

光学 · 物理学 2007-05-23 Dario G Perez

We present a deep long short-term memory (LSTM)-based neural network for predicting asset prices, together with a successful trading strategy for generating profits based on the model's predictions. Our work is motivated by the fact that…

统计金融 · 定量金融 2019-05-09 Chariton Chalvatzis , Dimitrios Hristu-Varsakelis

We investigated distributions of short term price trends for high frequency stock market data. A number of trends as a function of their lengths was measured. We found that such a distribution does not fit to results following from an…

物理与社会 · 物理学 2009-11-13 Paweł Sieczka , Janusz A. Hołyst

We investigate Wiener-transformable markets, where the driving process is given by an adapted transformation of a Wiener process. This includes processes with long memory, like fractional Brownian motion and related processes, and, in…

概率论 · 数学 2018-08-30 Elena Boguslavskaya , Yuliya Mishura , Georgiy Shevchenko