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相关论文: Hedging Effectiveness under Conditions of Asymmetr…

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This paper investigates how the conditional quantiles of future returns and volatility of financial assets vary with various measures of ex-post variation in asset prices as well as option-implied volatility. We work in the flexible…

统计金融 · 定量金融 2013-08-21 Filip Zikes , Jozef Barunik

We analyze the errors arising from discrete readjustment of the hedging portfolio when hedging options in exponential Levy models, and establish the rate at which the expected squared error goes to zero when the readjustment frequency…

风险管理 · 定量金融 2010-03-04 Mats Brodén , Peter Tankov

Using a two-point correlation technique, we study emergence of market efficiency in the emergent Russian futures market by focusing on lagged correlations. The correlation strength of leader-follower effects in the lagged inter-market…

交易与市场微观结构 · 定量金融 2013-09-17 Mikhail Kopytin , Evgeniy Kazantsev

Value-at-risk (VaR) and expected shortfall (ES) are two commonly utilized metrics for quantifying financial risk. In this study, we review the widely employed Generalized Autoregressive Conditional Heteroskedasticity (GARCH) models. These…

统计计算 · 统计学 2024-05-14 Kanon Kamronnaher , Andrew Bellucco , Whitney K. Huang , Colin M. Gallagher

The performance of trend following strategies can be ascribed to the difference between long-term and short-term realized variance. We revisit this general result and show that it holds for various definitions of trend strategies. This…

We consider the tail probabilities of stock returns for a general class of stochastic volatility models. In these models, the stochastic differential equation for volatility is autonomous, time-homogeneous and dependent on only a finite…

统计金融 · 定量金融 2019-03-21 Henrik O. Rasmussen , Paul Wilmott

The third moment variation of a financial asset return process is defined by the quadratic covariation between the return and square return processes. The skew and fat tail risk of an underlying asset can be hedged using a third moment…

证券定价 · 定量金融 2019-08-15 Kyungsub Lee , Byoung Ki Seo

Out-of-distribution (OOD) generalization remains challenging when models simultaneously encounter correlation shifts across environments and diversity shifts driven by rare or hard samples. Existing invariant risk minimization (IRM) methods…

机器学习 · 计算机科学 2026-02-03 Yuanchao Wang , Zhao-Rong Lai , Tianqi Zhong , Fengnan Li

Due to the skessed distribution, high peak and thick tail and asymmetry of financial return data, it is difficult to describe the traditional distribution. In recent years, generalized autoregressive score (GAS) has been used in many fields…

风险管理 · 定量金融 2020-10-14 Hong Shaopeng

We test various volatility models using the Bitcoin spot price series. Our models include HIST, EMA ARCH, GARCH, and EGARCH, models. Both of our in-sample-fit and out-of-sample-forecast results suggest that GARCH and EGARCH models perform…

统计金融 · 定量金融 2020-10-16 Yeguang Chi , Wenyan Hao

Quadratic hedging of option payoffs generates the variance optimal martingale measure. When an option features an exercise policy and its cash flows are hedged according to this approach, it may be tempting to optimize such a policy under…

数理金融 · 定量金融 2022-05-26 Nicola Secomandi

Estimation and inference in statistics pose significant challenges when data are collected adaptively. Even in linear models, the Ordinary Least Squares (OLS) estimator may fail to exhibit asymptotic normality for single coordinate…

统计理论 · 数学 2023-10-31 Licong Lin , Mufang Ying , Suvrojit Ghosh , Koulik Khamaru , Cun-Hui Zhang

We study tail risk dynamics in high-frequency financial markets and their connection with trading activity and market uncertainty. We introduce a dynamic extreme value regression model accommodating both stationary and local unit-root…

计量经济学 · 经济学 2023-01-05 Julien Hambuckers , Li Sun , Luca Trapin

This paper measures and compares the tail risks of limit and market orders using Extreme Value Theory. The analysis examines realised tail outcomes using the Dealing 2000-2 electronic broking system based on completed transactions rather…

统计金融 · 定量金融 2011-03-30 john cotter , kevin dowd

We construct a two-tailed peak-over-threshold Hawkes model that captures asymmetric self- and cross-excitation in and between left- and right-tail extreme values within a time series. We demonstrate its applicability by investigating…

统计金融 · 定量金融 2021-08-18 Matthew F. Tomlinson , David Greenwood , Marcin Mucha-Kruczynski

What is the best market-neutral implementation of classical Equity Factors? Should one use the specific predictability of the short-leg to build a zero beta Long-Short portfolio, in spite of the specific costs associated to shorting, or is…

投资组合管理 · 定量金融 2021-04-07 Florent Benaych-Georges , Jean-Philippe Bouchaud , Stefano Ciliberti

The joint Value at Risk (VaR) and expected shortfall (ES) quantile regression model of Taylor (2017) is extended via incorporating a realized measure, to drive the tail risk dynamics, as a potentially more efficient driver than daily…

风险管理 · 定量金融 2018-05-23 Richard Gerlach , Chao Wang

Average calibration of the (variance-based) prediction uncertainties of machine learning regression tasks can be tested in two ways: one is to estimate the calibration error (CE) as the difference between the mean absolute error (MSE) and…

机器学习 · 统计学 2024-08-20 Pascal Pernot

This paper contributes to answering a question that is of crucial importance in risk management and extreme value theory: How to select the threshold above which one assumes that the tail of a distribution follows a generalized Pareto…

统计方法学 · 统计学 2020-01-27 Ingo Hoffmann , Christoph J. Börner

We propose a set of dependence measures that are non-linear, local, invariant to a wide range of transformations on the marginals, can show tail and risk asymmetries, are always well-defined, are easy to estimate and can be used on any…

统计金融 · 定量金融 2023-09-04 Aleksy Leeuwenkamp , Wentao Hu