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We study the impact of volatility on intraday serial correlation, at time scales of less than 20 minutes, exploiting a data set with all transaction on SPX500 futures from 1993 to 2001. We show that, while realized volatility and intraday…

物理与社会 · 物理学 2008-12-02 Simone Bianco , Roberto Renó

Inspired by the recent literature on aggregation theory, we aim at relating the long range correlation of the stocks return volatility to the heterogeneity of the investors' expectations about the level of the future volatility. Based on a…

统计金融 · 定量金融 2008-12-02 Jerome Coulon , Yannick Malevergne

We investigate quantitatively the so-called leverage effect, which corresponds to a negative correlation between past returns and future volatility. For individual stocks, this correlation is moderate and decays exponentially over 50 days,…

凝聚态物理 · 物理学 2007-05-23 Jean-Philippe Bouchaud , Andrew Matacz , Marc Potters

Over the past 60 years, there has been a gradual increase in the volatility of daily returns for the S&P 500 Index. Hypothetically, suppose that market forces determine daily volatility such that a daily leveraged S&P 500 fund cannot…

数理金融 · 定量金融 2024-11-14 Hayden Brown

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

The leverage effect-- the correlation between an asset's return and its volatility-- has played a key role in forecasting and understanding volatility and risk. While it is a long standing consensus that leverage effects exist and improve…

统计金融 · 定量金融 2017-12-12 Kenichiro McAlinn , Asahi Ushio , Teruo Nakatsuma

In financial markets, greater volatility is usually considered synonym of greater risk and instability. However, large market downturns and upturns are often preceded by long periods where price returns exhibit only small fluctuations. To…

统计金融 · 定量金融 2018-06-13 Davide Valenti , Giorgio Fazio , Bernardo Spagnolo

We exploit a continuous time random walk description of stock prices to obtain a fast and accurate evaluation of their volatility from intraday data. We show that financial markets are usefully described as open physical systems. Indeed we…

其他凝聚态物理 · 物理学 2008-12-02 Rosario Bartiromo

An extensive empirical literature documents a generally negative correlation, named the "leverage effect," between asset returns and changes of volatility. It is more challenging to establish such a return-volatility relationship for jumps…

统计理论 · 数学 2017-12-11 Markus Bibinger , Christopher Neely , Lars Winkelmann

We point out a stunning time asymmetry in the short time cross correlations between intra-day and overnight volatilities (absolute values of log-returns of stock prices). While overnight volatility is significantly (and positively)…

统计金融 · 定量金融 2015-09-29 Rubina Zadourian , Peter Grassberger

The gain-loss asymmetry, observed in the inverse statistics of stock indices is present for logarithmic return levels that are over $2\%$, and it is the result of the non-Pearson type auto-correlations in the index. These non-Pearson type…

统计金融 · 定量金融 2016-08-24 Bulcsú Sándor , Ingve Simonsen , Bálint Zsolt Nagy , Zoltán Néda

We revisit the index leverage effect, that can be decomposed into a volatility effect and a correlation effect. We investigate the latter using a matrix regression analysis, that we call `Principal Regression Analysis' (PRA) and for which…

统计金融 · 定量金融 2013-01-29 Pierre-Alain Reigneron , Romain Allez , Jean-Philippe Bouchaud

We report evidence of a deep interplay between cross-correlations hierarchical properties and multifractality of New York Stock Exchange daily stock returns. The degree of multifractality displayed by different stocks is found to be…

统计金融 · 定量金融 2014-04-10 Raffaello Morales , T. Di Matteo , Tomaso Aste

Using high frequency data, we have studied empirically the change of volatility, also called volatility derivative, for various time horizons. In particular, the correlation between the volatility derivative and the volatility realized in…

统计力学 · 物理学 2009-11-07 Gilles Zumbach , Paul Lynch

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

Standard methods and theories in finance can be ill-equipped to capture highly non-linear interactions in financial prediction problems based on large-scale datasets, with deep learning offering a way to gain insights into correlations in…

计算金融 · 定量金融 2020-04-22 Ben Moews , Gbenga Ibikunle

The leverage effect refers to the generally negative correlation between the return of an asset and the changes in its volatility. There is broad agreement in the literature that the effect should be present for theoretical reasons, and it…

数理金融 · 定量金融 2019-09-25 Dangxing Chen

What is the dominating mechanism of the price dynamics in financial systems is of great interest to scientists. The problem whether and how volatilities affect the price movement draws much attention. Although many efforts have been made,…

综合金融 · 定量金融 2015-02-04 Lei Tan , Bo Zheng , Jun-Jie Chen , Xiong-Fei Jiang

In financial markets, low prices are generally associated with high volatilities and vice-versa, this well known stylized fact usually being referred to as leverage effect. We propose a local volatility model, given by a stochastic…

计算金融 · 定量金融 2019-02-25 Antoine Lejay , Paolo Pigato

In an efficient stock market, the log-returns and their time-dependent variances are often jointly modelled by stochastic volatility models (SVMs). Many SVMs assume that errors in log-return and latent volatility process are uncorrelated,…

统计方法学 · 统计学 2016-05-10 Sujay Mukhoti , Pritam Ranjan
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