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Single index financial market models cannot account for the empirically observed complex interactions between shares in a market. We describe a multi-share financial market model and compare characteristics of the volatility, that is the…

凝聚态物理 · 物理学 2009-10-31 Adam Ponzi

The analysis of network data has gained considerable interest in recent years. This also includes the analysis of large, high-dimensional networks with hundreds and thousands of nodes. While exponential random graph models serve as…

统计方法学 · 统计学 2023-09-13 Nadja Klein , Göran Kauermann

Advanced inference techniques allow one to reconstruct the pattern of interaction from high dimensional data sets. We focus here on the statistical properties of inferred models and argue that inference procedures are likely to yield models…

数据分析、统计与概率 · 物理学 2013-10-09 Iacopo Mastromatteo , Matteo Marsili

We analyze total, asymmetric and frequency connectedness between oil and forex markets using high-frequency, intra-day data over the period 2007 -- 2017. By employing variance decompositions and their spectral representation in combination…

综合金融 · 定量金融 2019-02-18 Jozef Baruník , Evžen Kočenda

A detailed analysis of correlation between stock returns at high frequency is compared with simple models of random walks. We focus in particular on the dependence of correlations on time scales - the so-called Epps effect. This provides a…

交易与市场微观结构 · 定量金融 2015-05-20 Iacopo Mastromatteo , Matteo Marsili , Patrick Zoi

In this paper, we consider estimating spot/instantaneous volatility matrices of high-frequency data collected for a large number of assets. We first combine classic nonparametric kernel-based smoothing with a generalised shrinkage technique…

计量经济学 · 经济学 2026-04-22 Ruijun Bu , Degui Li , Oliver Linton , Hanchao Wang

The correlated stochastic volatility models constitute a natural extension of the Black and Scholes-Merton framework: here the volatility is not a constant, but a stochastic process correlated with the price log-return one. At present,…

统计金融 · 定量金融 2008-12-02 E. Cisana , L. Fermi , G. Montagna , O. Nicrosini

This paper considers multi-dimensional affine processes with continuous sample paths. By analyzing the Riccati system, which is associated with affine processes via the transform formula, we fully characterize the regions of exponents in…

证券定价 · 定量金融 2012-05-16 Rudra P. Jena , Kyoung-Kuk Kim , Hao Xing

The paper analyzes the cryptocurrency ecosystem at both the aggregate and individual levels to understand the factors that impact future volatility. The study uses high-frequency panel data from 2020 to 2022 to examine the relationship…

统计金融 · 定量金融 2024-04-09 Alessio Brini , Jimmie Lenz

In this paper, we are interested in testing if the volatility process is constant or not during a given time span by using high-frequency data with the presence of jumps and microstructure noise. Based on estimators of integrated volatility…

计量经济学 · 经济学 2020-10-16 Qiang Liu , Zhi Liu , Chuanhai Zhang

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 considers the discrete-time version of Altafini's model for opinion dynamics in which the interaction among a group of agents is described by a time-varying signed digraph. Prompted by an idea from [1], exponential convergence of…

最优化与控制 · 数学 2015-12-23 Ji Liu , Xudong Chen , Tamer Basar , Mohamed Ali Belabbas

The discrepancy between realized volatility and the market's view of volatility has been known to predict individual equity options at the monthly horizon. It is not clear how this predictability depends on a forecast's ability to predict…

统计金融 · 定量金融 2025-06-10 Austin Pollok

In this paper, we model financial markets with semi-Markov volatilities and price covarinace and correlation swaps for this markets. Numerical evaluations of vari- nace, volatility, covarinace and correlations swaps with semi-Markov…

证券定价 · 定量金融 2012-05-28 Giovanni Salvi , Anatoliy V. Swishchuk

Trading styles can be classified into either trend-following or mean-reverting. If the net trading style is trend-following the traded asset is more likely to move in the same direction it moved previously (the opposite is true if the net…

综合金融 · 定量金融 2021-09-20 Lawrence Middleton , James Dodd , Simone Rijavec

In Europe, Germany is taking the lead in the switch from the conventional to renewable energy. This poses new challenges as wind and solar energy are fundamentally intermittent, weather-dependent and less predictable. It is therefore of…

统计金融 · 定量金融 2019-03-12 Abdolrahman Khoshrou , Eric J. Pauwels

We discuss stochastic modeling of volatility persistence and anti-correlations in electricity spot prices, and for this purpose we present two mean-reverting versions of the multifractal random walk (MRW). In the first model the…

统计金融 · 定量金融 2015-06-04 Martin Rypdal , Ola Løvsletten

We use the statistical properties of Shannon entropy estimator and Kullback-Leibler divergence to study the predictability of ultra-high frequency financial data. We develop a statistical test for the predictability of a sequence based on…

统计金融 · 定量金融 2024-05-20 Andrey Shternshis , Stefano Marmi

We present small-time implied volatility asymptotics for Realised Variance (RV) and VIX options for a number of (rough) stochastic volatility models via large deviations principle. We provide numerical results along with efficient and…

数理金融 · 定量金融 2020-11-03 Chloe Lacombe , Aitor Muguruza , Henry Stone

Using a large dataset on major FX rates, we test the robustness of the rough fractional volatility model over different time scales, by including smoothing and measurement errors into the analysis. Our findings lead to new stylized facts in…

统计金融 · 定量金融 2021-11-09 Matthieu Garcin , Martino Grasselli