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We use Fourier analysis to access risk in financial products. With it we analyze price changes of e.g. stocks. Via Fourier analysis we scrutinize quantitatively whether the frequency of change is higher than a change in (conserved) company…

统计金融 · 定量金融 2024-08-21 Michael Grabinski , Galiya Klinkova

In this paper we present a rather general phenomenological theory of tick-by-tick dynamics in financial markets. Many well-known aspects, such as the L\'evy scaling form, follow as particular cases of the theory. The theory fully takes into…

无序系统与神经网络 · 物理学 2009-10-31 Enrico Scalas , Rudolf Gorenflo , Francesco Mainardi

Data series generated by complex systems exhibit fluctuations on many time scales and/or broad distributions of the values. In both equilibrium and non-equilibrium situations, the natural fluctuations are often found to follow a scaling…

数据分析、统计与概率 · 物理学 2008-04-07 Jan W. Kantelhardt

We consider the structure functions S^(q)(T), i.e. the moments of order q of the increments X(t+T)-X(t) of the Foreign Exchange rate X(t) which give clear evidence of scaling (S^(q)(T)~T^z(q)). We demonstrate that the nonlinearity of the…

统计力学 · 物理学 2008-12-02 F. Schmitt , D. Schertzer , S. Lovejoy

This paper proposes a novel model of financial prices where: (i) prices are discrete; (ii) prices change in continuous time; (iii) a high proportion of price changes are reversed in a fraction of a second. Our model is analytically…

交易与市场微观结构 · 定量金融 2024-06-21 Neil Shephard , Justin J. Yang

The financial market is nonpredictable, as according to the Bachelier, the mathematical expectation of the speculator is zero. Nevertheless, we observe in the price fluctuations the two distinct scales, short and long time. Behaviour of a…

物理与社会 · 物理学 2008-12-02 R. Wojnar

How and why stock prices move is a centuries-old question still not answered conclusively. More recently, attention shifted to higher frequencies, where trades are processed piecewise across different timescales. Here we reveal that price…

交易与市场微观结构 · 定量金融 2018-01-17 Felix Patzelt , Jean-Philippe Bouchaud

The creativity and emergence of biological and psychological behavior are nonlinear. However, that does not necessarily mean only that the measurements of the behaviors are curvilinear. Furthermore, the linear model might fail to reduce…

数据分析、统计与概率 · 物理学 2021-05-28 Damian G. Kelty-Stephen , Elizabeth Lane , Madhur Mangalam

The distribution of the return intervals $\tau$ between volatilities above a threshold $q$ for financial records has been approximated by a scaling behavior. To explore how accurate is the scaling and therefore understand the underlined…

统计金融 · 定量金融 2009-06-02 Fengzhong Wang , Kazuko Yamasaki , Shlomo Havlin , H. Eugene Stanley

Properties of low-variability periods in the time series are analysed. The theoretical approach is used to show the relationship between the multi-scaling of low-variability periods and multi-affinity of the time series. It is shown that…

统计力学 · 物理学 2008-12-02 R. Kitt , J. Kalda

For the pedestrian observer, financial markets look completely random with erratic and uncontrollable behavior. To a large extend, this is correct. At first approximation the difference between real price changes and the random walk model…

统计金融 · 定量金融 2011-08-22 Laurent Schoeffel

The scaling properties of oil price fluctuations are described as a non-stationary stochastic process realized by a time series of finite length. An original model is used to extract the scaling exponent of the fluctuation functions within…

统计金融 · 定量金融 2008-12-02 M. Momeni , I. Kourakis , K. Talebi

Scaling properties in financial fluctuations are reviewed from the standpoint of statistical physics. We firstly show theoretically that the balance of demand and supply enhances fluctuations due to the underlying phase transition…

统计力学 · 物理学 2008-12-10 H. Takayasu , M. Takayasu , M. P. Okazaki , K. Marumo , T. Shimizu

We apply the concepts of multifractal physics to financial time series in order to characterize the onset of crash for the Standard & Poor's 500 stock index x(t). It is found that within the framework of multifractality, the "analogous"…

凝聚态物理 · 物理学 2009-10-31 Enrique Canessa

Prices in financial markets exhibit extreme jumps far more often than can be accounted for by external news. Further, magnitudes of price changes are correlated over long times. These so called stylized facts are quantified by scaling laws…

交易与市场微观结构 · 定量金融 2016-05-04 Felix Patzelt , Klaus Pawelzik

The accurate estimation of scaling exponents is central in the observational study of scale-invariant phenomena. Natural systems unavoidably provide observations over restricted intervals; consequently a stationary stochastic process (time…

数据分析、统计与概率 · 物理学 2009-03-17 K. H. Kiyani , S. C. Chapman , N. W. Watkins

Basic peculiarities of market price fluctuations are known to be well described by a recently developed random walk model in a temporally deforming quadric potential force whose center is given by a moving average of past price traces…

统计金融 · 定量金融 2013-05-29 Kota Watanabe , Hideki Takayasu , Misako Takayasu

Multifractal analysis is a forecasting technique used to study the scaling regularity properties of financial returns, to analyze the long-term memory and predictability of financial markets. In this paper, we propose a novel structural…

统计金融 · 定量金融 2023-04-18 Foued Saâdaoui

The financial market and turbulence have been broadly compared on account of the same quantitative methods and several common stylized facts they shared. In this paper, the She-Leveque (SL) hierarchy, proposed to explain the anomalous…

统计金融 · 定量金融 2015-06-11 Ya-Chun Gao , Shi-Min Cai , Bing-Hong Wang

A stochastic analysis of financial data is presented. In particular we investigate how the statistics of log returns change with different time delays $\tau$. The scale dependent behaviour of financial data can be divided into two regions.…

数据分析、统计与概率 · 物理学 2009-11-13 Andreas P. Nawroth , Joachim Peinke