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This paper introduces novel volatility diffusion models to account for the stylized facts of high-frequency financial data such as volatility clustering, intra-day U-shape, and leverage effect. For example, the daily integrated volatility…

统计方法学 · 统计学 2022-06-01 Donggyu Kim , Minseok Shin

Cross-sectional dispersion in firm-level realized skewness is significantly and negatively related to future stock market returns. The predictive power of skewness dispersion is robust to in-sample and out-of-sample estimation and is…

综合金融 · 定量金融 2026-04-10 Mykola Babiak , Jozef Barunik , Josef Kurka

We argue that negative skew and positive mean of the distribution of stock returns are largely due to the broken symmetry of stochastic volatility governing gains and losses. Starting with stochastic differential equations for stock returns…

统计金融 · 定量金融 2026-03-10 Siqi Shao , Arshia Ghasemi , Hamed Farahani , R. A. Serota

We present a simple approach to forecasting conditional probability distributions of asset returns. We work with a parsimonious specification of ordered binary choice regression that imposes a connection on sign predictability across…

统计金融 · 定量金融 2019-01-08 Stanislav Anatolyev , Jozef Barunik

We apply the formalism of the continuous time random walk to the study of financial data. The entire distribution of prices can be obtained once two auxiliary densities are known. These are the probability densities for the pausing time…

统计力学 · 物理学 2008-12-10 Jaume Masoliver , Miquel Montero , George H. Weiss

We study financial distributions within the framework of the continuous time random walk (CTRW). We review earlier approaches and present new results related to overnight effects as well as the generalization of the formalism which embodies…

统计力学 · 物理学 2008-12-02 Jaume Masoliver , Miquel Montero , Josep Perello , George H. Weiss

We introduce the concept of time series motifs for time series analysis. Time series motifs consider not only the spatial information of mutual visibility but also the temporal information of relative magnitude between the data points. We…

物理与社会 · 物理学 2019-02-04 Wen-Jie Xie , Rui-Qi Han , Wei-Xing Zhou

The extreme event statistics plays a very important role in the theory and practice of time series analysis. The reassembly of classical theoretical results is often undermined by non-stationarity and dependence between increments.…

统计金融 · 定量金融 2015-05-28 Mauro Politi , Nicolas Millot , Anirban Chakraborti

Financial time series exhibit two different type of non linear correlations: (i) volatility autocorrelations that have a very long range memory, on the order of years, and (ii) asymmetric return-volatility (or `leverage') correlations that…

统计力学 · 物理学 2008-12-02 Josep Perello , Jaume Masoliver , Jean-Philippe Bouchaud

We propose a new method of measuring the third and fourth moments of return distribution based on quadratic variation method when the return process is assumed to have zero drift. The realized third and fourth moments variations computed…

证券定价 · 定量金融 2013-11-21 Geon Ho Choe , Kyungsub Lee

We discuss the origin of multiscaling in financial time-series and investigate how to best quantify it. Our methodology consists in separating the different sources of measured multifractality by analysing the multi/uni-scaling behaviour of…

统计金融 · 定量金融 2015-09-22 Riccardo Junior Buonocore , Tomaso Aste , Tiziana Di Matteo

Pyrosequencing is emerging as one of the important next-generation sequencing technologies. We derive the statistical distributions of this technique in terms of nucleotide probabilities of the target sequences. We give exact distributions…

基因组学 · 定量生物学 2024-05-28 Yong Kong

We establish new results for estimation and inference in financial durations models, where events are observed over a given time span, such as a trading day, or a week. For the classical autoregressive conditional duration (ACD) models by…

计量经济学 · 经济学 2022-12-02 Giuseppe Cavaliere , Thomas Mikosch , Anders Rahbek , Frederik Vilandt

Universal features in stock markets and their derivative markets are studied by means of probability distributions in internal rates of return on buy and sell transaction pairs. Unlike the stylized facts in log normalized returns, the…

信息论 · 计算机科学 2009-11-11 Lukas Pichl , Taisei Kaizoji , Takuya Yamano

We propose a simple stochastic volatility model which is analytically tractable, very easy to simulate and which captures some relevant stylized facts of financial assets, including scaling properties. In particular, the model displays a…

统计金融 · 定量金融 2012-04-20 Alessandro Andreoli , Francesco Caravenna , Paolo Dai Pra , Gustavo Posta

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

The concept of time emerges as an ordering structure in a classical statistical ensemble. Probability distributions $p_\tau(t)$ at a given time $t$ obtain by integrating out the past and future. We discuss all-time probability distributions…

高能物理 - 理论 · 物理学 2015-05-18 C. Wetterich

Being able to forcast extreme volatility is a central issue in financial risk management. We present a large volatility predicting method based on the distribution of recurrence intervals between volatilities exceeding a certain threshold…

统计金融 · 定量金融 2016-10-05 Zhi-Qiang Jiang , Askery A. Canabarro , Boris Podobnik , H. Eugene Stanley , Wei-Xing Zhou

Financial markets provide an ideal frame for the study of crossing or first-passage time events of non-Gaussian correlated dynamics mainly because large data sets are available. Tick-by-tick data of six futures markets are herein considered…

统计金融 · 定量金融 2011-12-23 Josep Perelló , Mario Gutiérrez-Roig , Jaume Masoliver

We study the temporal fluctuations in time-dependent stock prices (both individual and composite) as a stochastic phenomenon using general techniques and methods of nonequilibrium statistical mechanics. In particular, we analyze stock price…

物理与社会 · 物理学 2008-12-02 M. Constantin , S. Das Sarma