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Conditional independence in a multivariate normal (or Gaussian) distribution is characterized by the vanishing of subdeterminants of the distribution's covariance matrix. Gaussian conditional independence models thus correspond to algebraic…

统计理论 · 数学 2009-10-29 Mathias Drton , Han Xiao

We investigate how price variations of a stock are transformed into profits and losses (P&Ls) of a trend following strategy. In the frame of a Gaussian model, we derive the probability distribution of P&Ls and analyze its moments (mean,…

统计金融 · 定量金融 2020-01-03 D. S. Grebenkov , J. Serror

We seek to utilize the nonextensive statistics to the microscopic modeling of the interacting many-investor dynamics that drive the price changes in a market. The statistics of price changes are known to be fit well by the Students-T and…

交易与市场微观结构 · 定量金融 2010-04-14 Fredrick Michael

We study the shapes of the implied volatility when the underlying distribution has an atom at zero and analyse the impact of a mass at zero on at-the-money implied volatility and the overall level of the smile. We further show that the…

证券定价 · 定量金融 2017-05-04 Stefano De Marco , Caroline Hillairet , Antoine Jacquier

Detailed study of the financial empirical correlation matrix of the 30 companies comprised by DAX within the period of the last 11 years, using the time-window of 30 trading days, is presented. This allows to clearly identify a nontrivial…

统计力学 · 物理学 2009-10-31 S. Drozdz , F. Gruemmer , F. Ruf , J. Speth

This paper proposes a theory of stock market predictability patterns based on a model of heterogeneous beliefs. In a discrete finite time framework, some agents receive news about an asset's fundamental value through a noisy signal. The…

证券定价 · 定量金融 2024-06-13 Jiho Park

We present new simulation results on a hard sphere system at high densities. Using three-time correlations, we can account for the anomalous diffusion, which results from a homogeneous back-dragging effect. Furthermore, we calculate the…

软凝聚态物质 · 物理学 2007-05-23 Burkhard Doliwa , Andreas Heuer

Stock price changes occur through transactions, just as diffusion in physical systems occurs through molecular collisions. We systematically explore this analogy and quantify the relation between trading activity - measured by the number of…

Regarding the intraday sequence of high frequency returns of the S&P index as daily realizations of a given stochastic process, we first demonstrate that the scaling properties of the aggregated return distribution can be employed to define…

交易与市场微观结构 · 定量金融 2013-07-16 Fulvio Baldovin , Francesco Camana , Massimiliano Caporin , Michele Caraglio , Attilio L. Stella

In a financial market, for agents with long investment horizons or at times of severe market stress, it is often changes in the asset price that act as the trigger for transactions or shifts in investment position. This suggests the use of…

交易与市场微观结构 · 定量金融 2015-05-13 H. Lamba

In this paper, we are interested to focus on the critical periods in the economy which are characterized by large fluctuations in macroeconomic indicators. To capture unusual and large fluctuations of inflation and unemployment, we…

统计金融 · 定量金融 2021-02-03 Z. Koohi Lai , A. Namaki , A. Hosseiny , G. R. Jafari , M. Ausloos

We introduce a model for the dynamics of stock prices based on a non quadratic path integral. The model is a generalization of Ilinski's path integral model, more precisely we choose a different action, which can be tuned to different time…

计算金融 · 定量金融 2018-12-26 Giovanni Paolinelli , Gianni Arioli

We study the rapidity window dependences of higher order cumulants of conserved charges observed in relativistic heavy ion collisions. The time evolution and the rapidity window dependence of the non-Gaussian fluctuations are described by…

核理论 · 物理学 2015-12-09 Masakiyo Kitazawa

We analyze the interaction between stock prices of big companies in the USA and Germany using Granger Causality. We claim that the increase in pair-wise Granger causality interaction between prices in the times of crisis is the consequence…

统计金融 · 定量金融 2022-05-16 Maryam Zamani , Sander Paekivi , Philipp Meyer , Holger Kantz

We consider the fractional Heston model originally proposed by Comte, Coutin and Renault. Inspired by recent ground-breaking work on rough volatility, which showed that models with volatility driven by fractional Brownian motion with short…

数理金融 · 定量金融 2017-08-10 Hamza Guennoun , Antoine Jacquier , Patrick Roome , Fangwei Shi

In this paper, we propose a nonparametric way to test the hypothesis that time-variation in intraday volatility is caused solely by a deterministic and recurrent diurnal pattern. We assume that noisy high-frequency data from a discretely…

计量经济学 · 经济学 2026-01-26 Kim Christensen , Ulrich Hounyo , Mark Podolskij

Real life hedging in the Black-Scholes model must be imperfect and if the stock's drift is higher than the risk free rate, leads to a profit on average. Hence the option price is examined as a fair game agreement between the parties, based…

证券定价 · 定量金融 2019-03-20 Marek Capinski

We provide precise conditions for nonparametric identification of causal effects by high-frequency event study regressions, which have been used widely in the recent macroeconomics, financial economics and political economy literatures. The…

计量经济学 · 经济学 2025-07-24 Alessandro Casini , Adam McCloskey

This paper provides an insight to the time-varying dynamics of the shape of the distribution of financial return series by proposing an exponential weighted moving average model that jointly estimates volatility, skewness and kurtosis over…

风险管理 · 定量金融 2012-06-08 A. Gabrielsen , P. Zagaglia , A. Kirchner , Z. Liu

Stationary distributions of multivariate diffusion processes have recently been proposed as probabilistic models of causal systems in statistics and machine learning. Motivated by these developments, we study stationary multivariate…