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The statistical properties of the increments x(t+T) - x(t) of a financial time series depend on the time resolution T on which the increments are considered. A non-parametric approach is used to study the scale dependence of the empirical…

统计力学 · 物理学 2008-12-02 Rama Cont

This paper shows that jumps in financial asset prices are often erroneously identified and are, in fact, rare events accounting for a very small proportion of the total price variation. We apply new econometric techniques to a comprehensive…

计量经济学 · 经济学 2026-02-12 Kim Christensen , Roel C. A. Oomen , Mark Podolskij

Time reversal invariance can be summarized as follows: no difference can be measured if a sequence of events is run forward or backward in time. Because price time series are dominated by a randomness that hides possible structures and…

统计金融 · 定量金融 2008-12-02 Gilles Zumbach

We study self-organized models for information transmission and herd behavior in financial markets. Existing models are generalized to take into account the effect of size-dependent fragmentation and coagulation probabilities of groups of…

无序系统与神经网络 · 物理学 2009-11-07 Dafang Zheng , G. J. Rodgers , P. M. Hui , R. D'Hulst

For many externally driven complex systems neither the noisy driving force, nor the internal dynamics are a priori known. Here we focus on systems for which the time dependent activity of a large number of components can be monitored,…

统计力学 · 物理学 2008-12-02 Zoltan Eisler , Janos Kertesz , Soon-Hyung Yook , Albert-Laszlo Barabasi

This paper is concerned with asymptotic behavior of a variety of functionals of increments of continuous semimartingales. Sampling times are assumed to follow a rather general discretization scheme. If an underlying semimartingale is…

概率论 · 数学 2024-10-04 Michael Levine , Xiaoguang Wang , Jian Frank Zou

A regularly varying time series as introduced in Basrak and Segers (2009) is a (multivariate) time series such that all finite dimensional distributions are multivariate regularly varying. The extremal behavior of such a process can then be…

概率论 · 数学 2018-01-29 Anja Janßen

Multifractal analysis and extensive statistical tests are performed upon intraday minutely data within individual trading days for four stock market indexes (including HSI, SZSC, S&P500, and NASDAQ) to check whether the indexes (instead of…

统计金融 · 定量金融 2008-12-02 Zhi-Qiang Jiang , Wei-Xing Zhou

The methodology presented provides a quantitative way to characterize investor behavior and price dynamics within a particular asset class and time period. The methodology is applied to a data set consisting of over 250,000 data points of…

综合金融 · 定量金融 2020-04-22 Gunduz Caginalp , Mark DeSantis

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

For a general class of diffusion processes with multiplicative noise, describing a variety of physical as well as financial phenomena, mostly typical of complex systems, we obtain the analytical solution for the moments at all times. We…

统计力学 · 物理学 2010-03-18 Giacomo Bormetti , Danilo Delpini

The volatility of financial instruments is rarely constant, and usually varies over time. This creates a phenomenon called volatility clustering, where large price movements on one day are followed by similarly large movements on successive…

统计金融 · 定量金融 2015-05-08 Gordon J. Ross

High frequency data in finance have led to a deeper understanding on probability distributions of market prices. Several facts seem to be well stablished by empirical evidence. Specifically, probability distributions have the following…

统计力学 · 物理学 2009-10-31 Jaume Masoliver , Miquel Montero , Josep M. Porra

Intrinsic time is an example of an event-based conception of time, used to analyze financial time series. Here, for the first time, we reveal the connection between intrinsic time and physical time. In detail, we present an analytic…

交易与市场微观结构 · 定量金融 2022-04-07 James B. Glattfelder , Anton Golub

In the context of time-subordinated Brownian motion models, Fourier theory and methodology are proposed to modelling the stochastic distribution of time increments. Gaussian Variance-Mean mixtures and time-subordinated models are reviewed…

数理金融 · 定量金融 2025-10-21 Rohan Shenoy , Peter Kempthorne

Methods for detecting structural changes, or change points, in time series data are widely used in many fields of science and engineering. This chapter sketches some basic methods for the analysis of structural changes in time series data.…

统计金融 · 定量金融 2018-08-28 Christian Kleiber

We introduce a new method for detecting scaling in time series. The method uses the properties of the probability flux for stochastic self-affine processes and is called the probability flux analysis (PFA). The advantages of this method…

数据分析、统计与概率 · 物理学 2010-04-05 M. Ignaccolo , P. Grigolini , B. J. West

We model the price of a stock via a Lang\'{e}vin equation with multi-dimensional fluctuations coupled in the price and in time. We generalize previous models in that we assume that the fluctuations conditioned on the time step are compound…

数学物理 · 物理学 2008-12-10 Przemyslaw Repetowicz , Peter Richmond

We empirically analyze the scaling properties of daily Foreign Exchange rates, Stock Market indices and Bond futures across different financial markets. We study the scaling behaviour of the time series by using a generalized Hurst exponent…

统计力学 · 物理学 2008-12-02 T. Di Matteo , T. Aste , M. M. Dacorogna

Fluctuation scaling has been observed universally in a wide variety of phenomena. In time series that describe sequences of events, fluctuation scaling is expressed as power function relationships between the mean and variance of either…

数据分析、统计与概率 · 物理学 2015-11-03 Shinsuke Koyama , Ryota Kobayashi