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In Gatheral et al. 2018, first posted in 2014, volatility is characterized by fractional behavior with a Hurst exponent $H < 0.5$, challenging traditional views of volatility dynamics. Gatheral et al. demonstrated this using realized…

统计金融 · 定量金融 2024-09-06 Saad Mouti

In this chapter, we consider volatility swap, variance swap and VIX future pricing under different stochastic volatility models and jump diffusion models which are commonly used in financial market. We use convexity correction approximation…

数理金融 · 定量金融 2017-12-08 Anatoliy Swishchuk , Zijia Wang

Volatility measures the amplitude of price fluctuations. Despite it is one of the most important quantities in finance, volatility is not directly observable. Here we apply a maximum likelihood method which assumes that price and volatility…

计算金融 · 定量金融 2012-09-03 Jordi Camprodon , Josep Perelló

We formulate a discrete-time Bayesian stochastic volatility model for high-frequency stock-market data that directly accounts for microstructure noise, and outline a Markov chain Monte Carlo algorithm for parameter estimation. The methods…

应用统计 · 统计学 2016-02-02 Georgi Dinolov , Abel Rodriguez , Hongyun Wang

Forecasting the volatility of financial assets is essential for various financial applications. This paper addresses the challenging task of forecasting the volatility of financial assets with limited historical data, such as new issues or…

机器学习 · 计算机科学 2025-03-18 Andreas Teller , Uta Pigorsch , Christian Pigorsch

Based on empirical market data, a stochastic volatility model is proposed with volatility driven by fractional noise. The model is used to obtain a risk-neutrality option pricing formula and an option pricing equation.

其他凝聚态物理 · 物理学 2008-12-02 Rui Vilela Mendes , Maria Joao Oliveira

The drift burst hypothesis postulates the existence of short-lived locally explosive trends in the price paths of financial assets. The recent U.S. equity and treasury flash crashes can be viewed as two high-profile manifestations of such…

计量经济学 · 经济学 2026-01-16 Kim Christensen , Roel C. A. Oomen , Roberto Renò

This article presents a generic hybrid numerical method to price a wide range of options on one or several assets, as well as assets with stochastic drift or volatility. In particular for equity and interest rate hybrid with local…

计算金融 · 定量金融 2024-11-11 Olivier Deloire , Louis Roth

We construct realistic spot and equity option market simulators for a single underlying on the basis of normalizing flows. We address the high-dimensionality of market observed call prices through an arbitrage-free autoencoder that…

计算金融 · 定量金融 2021-12-14 Magnus Wiese , Ben Wood , Alexandre Pachoud , Ralf Korn , Hans Buehler , Phillip Murray , Lianjun Bai

Building on a prominent agent-based model, we present a new structural stochastic volatility asset pricing model of fundamentalists vs. chartists where the prices are determined based on excess demand. Specifically, this allows for…

经济学 · 定量金融 2016-05-02 Radu T. Pruna , Maria Polukarov , Nicholas R. Jennings

In February 2018, the VIX index has seen its largest ever increase and has lead to significant losses for some major volatility related products. Despite many efforts, the precise underlying reasons are yet to be discovered. We study the…

应用统计 · 统计学 2022-12-20 Kia Farokhnia , Joerg Osterrieder

We consider the problem of detecting jumps in an otherwise smoothly evolving trend whilst the covariance and higher-order structures of the system can experience both smooth and abrupt changes over time. The number of jump points is allowed…

统计方法学 · 统计学 2023-12-27 Weichi Wu , Zhou Zhou

One of the shortcomings of the Black and Scholes model on option pricing is the assumption that trading of the underlying asset does not affect the price of that asset. This assumption can be fulfilled only in perfectly liquid markets.…

证券定价 · 定量金融 2013-04-18 Youssef El-Khatib , Abdulnasser Hatemi-J

We examine whether model-based spot volatility estimators extracted from traded options data enhance the predictive power of the Heterogeneous Autoregressive (HAR) model for realized volatility. Specifically, we infer spot volatility under…

风险管理 · 定量金融 2026-04-13 Zheqi Fan , Meng Melody Wang , Yifan Ye

The problem of non-stationarity in financial markets is discussed and related to the dynamic nature of price volatility. A new measure is proposed for estimation of the current asset volatility. A simple and illustrative explanation is…

统计金融 · 定量金融 2016-09-08 Sergey S. Stepanov

Equity options are known to be notoriously difficult to price accurately, and even with the development of established mathematical models there are many assumptions that must be made about the underlying processes driving market movements.…

经济学 · 定量金融 2017-08-24 Adam Wu

In this paper, we first investigate the estimation of the empirical joint Laplace transform of volatilities of two semi-martingales within a fixed time interval [0, T] by using overlapped increments of high-frequency data. The proposed…

统计理论 · 数学 2025-03-05 XinWei Feng , Yu Jiang , Zhi Liu , Zhe Meng

This study develops an integrated stochastic modeling framework for pricing short and medium-maturity equity options and assessing interest-rate risk using the Heston (1993), Bates (1996), and CIR (1985) models. We calibrate the Heston…

投资组合管理 · 定量金融 2026-05-28 Nunik Srikandi Putri , Ajay Kumar Verma , Neo Paul Lesupi

Estimation of the intensity of a point process is considered within a nonparametric framework. The intensity measure is unknown and depends on covariates, possibly many more than the observed number of jumps. Only a single trajectory of the…

统计理论 · 数学 2017-02-20 Alessio Sancetta

In the information-based approach to asset pricing the market filtration is modelled explicitly as a superposition of signals concerning relevant market factors and independent noise. The rate at which the signal is revealed to the market…

证券定价 · 定量金融 2010-09-21 Dorje C. Brody , Yan Tai Law