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In this paper we present a continuous time dynamical model of heterogeneous agents interacting in a financial market where transactions are cleared by a market maker. The market is composed of fundamentalist, trend following and contrarian…

数据分析、统计与概率 · 物理学 2008-12-10 Giuseppe Garofalo , Alessandro Sansone

We propose a Genetic Programming architecture for the generation of foreign exchange trading strategies. The system's principal features are the evolution of free-form strategies which do not rely on any prior models and the utilization of…

神经与进化计算 · 计算机科学 2014-11-11 Simone Cirillo , Stefan Lloyd , Peter Nordin

We measure the influence of different time-scales on the dynamics of financial market data. This is obtained by decomposing financial time series into simple oscillations associated with distinct time-scales. We propose two new time-varying…

统计金融 · 定量金融 2016-11-23 Noemi Nava , Tiziana Di Matteo , Tomaso Aste

This paper reports empirical evidence that a neural networks model is applicable to the statistically reliable prediction of foreign exchange rates. Time series data and technical indicators such as moving average, are fed to neural nets to…

无序系统与神经网络 · 物理学 2016-08-31 V. V. Kondratenko , Yu. A Kuperin

Used to investigate the presence of distinctive recurrent behaviours in natural processes, the recurrence plots can be applied to the analysis of economic data, and, in particular, to the characterization of exchange rates of currencies…

统计金融 · 定量金融 2015-08-06 Amelia Carolina Sparavigna

Many studies assume stock prices follow a random process known as geometric Brownian motion. Although approximately correct, this model fails to explain the frequent occurrence of extreme price movements, such as stock market crashes. Using…

统计金融 · 定量金融 2015-05-14 Miguel A. Fuentes , Austin Gerig , Javier Vicente

We achieve two primary goals in this work. First, we propose a flexible algorithm that can simulate various scenarios of state/government intervention. Secondly, we analyze the scenario exhibiting the critical behavior of the market of…

物理与社会 · 物理学 2021-06-30 Michal Chorowski , Ryszard Kutner

We investigate the relative market efficiency in financial market data, using the approximate entropy(ApEn) method for a quantification of randomness in time series. We used the global foreign exchange market indices for 17 countries during…

物理与社会 · 物理学 2009-11-13 Gabjin Oh , Seunghwan Kim , Cheoljun Eom

Financial markets are subject to long periods of polarized behavior, such as bull-market or bear-market phases, in which the vast majority of market participants seem to almost exclusively choose one action (between buying or selling) over…

物理与社会 · 物理学 2007-05-23 Sitabhra Sinha , Srinivas Raghavendra

The local Hurst exponent, a measure employed to detect the presence of dependence in a time series, may also be used to investigate the source of intraday variation observed in the returns in foreign exchange markets. Given that changes in…

统计理论 · 数学 2009-11-10 Jonathan A. Batten , Craig A. Ellis , Warren P. Hogan

This thesis applies entropy as a model independent measure to address three research questions concerning financial time series. In the first study we apply transfer entropy to drawdowns and drawups in foreign exchange rates, to study their…

统计金融 · 定量金融 2018-07-26 Stephan Schwill

The definition of time is still an open question when one deals with high frequency time series. If time is simply the calendar time, prices can be modeled as continuous random processes and values resulting from transactions or given…

物理与社会 · 物理学 2009-11-11 Luca Berardi , Maurizio Serva

In this paper we study the price dynamics in a simple model of financial markets with heterogeneous agents. We concentrate on how increases in the total number of active traders influences fluctuations of asset prices. We find that a…

混沌动力学 · 物理学 2015-06-26 Taisei Kaizoji

We carry out a detailed large-scale data analysis of price response functions in the spot foreign exchange market for different years and different time scales. Such response functions provide quantitative information on the deviation from…

统计金融 · 定量金融 2022-01-26 Juan Camilo Henao Londono , Thomas Guhr

We present a model of financial markets originally proposed for a turbulent flow, as a dynamic basis of its intermittent behavior. Time evolution of the price change is assumed to be described by Brownian motion in a power-law potential,…

统计力学 · 物理学 2009-11-07 Naoki Kozuki , Nobuko Fuchikami

An Entropic Dynamics of exchange rates is laid down to model the dynamics of foreign exchange rates, FX, and European Options on FX. The main objective is to represent an alternative framework to model dynamics. Entropic inference is an…

证券定价 · 定量金融 2019-08-28 Mohammad Abedi , Daniel Bartolomeo

In this article we model chaotic dynamics in financial markets by treating the market price, and market makers' inventory, as anharmonic oscillators with a nonlinear coupling. The market makers' risk appetite being the key parameter that…

统计金融 · 定量金融 2026-05-18 Will Hicks

We study the dynamics of the linear and non-linear serial dependencies in financial time series in a rolling window framework. In particular, we focus on the detection of episodes of statistically significant two- and three-point…

统计金融 · 定量金融 2013-01-10 Milan Žukovič

This paper presents a novel study on gas-like models for economic systems. The interacting agents and the amount of exchanged money at each trade are selected with different levels of randomness, from a purely random way to a more chaotic…

适应与自组织系统 · 物理学 2009-01-09 Carmen Pellicer-Lostao , Ricardo Lopez-Ruiz

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