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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

Price impact of a trade is an important element in pre-trade and post-trade analyses. We introduce a framework to analyze the market price of liquidity risk, which allows us to derive an inhomogeneous Bernoulli ordinary differential…

交易与市场微观结构 · 定量金融 2019-12-11 Masaaki Kijima , Christopher Ting

We present an approximation method based on the mixing formula (Hull & White 1987, Romano & Touzi 1997) for pricing European options in Barndorff-Nielsen and Shephard models. This approximation is based on a Taylor expansion of the option…

计算金融 · 定量金融 2024-04-22 Álvaro Guinea Juliá , Alet Roux

Option prices encode the market's collective outlook through implied density and implied volatility. An explicit link between implied density and implied volatility translates the risk-neutrality of the former into conditions on the latter…

计算金融 · 定量金融 2026-03-19 Jimin Lin

We study risk-neutral density extraction from short-dated option chains. As expiry approaches, option premia decline and bid--ask spreads can be large relative to prices, making mid quotes particularly uninformative. Stale or asynchronous…

计算金融 · 定量金融 2026-05-22 Aaron Wizman , Gabriel Turinici , Gregory Merran

The problem of European-style option pricing in time-changed L\'{e}vy models in the presence of compound Poisson jumps is considered. These jumps relate to sudden large drops in stock prices induced by political or economical hits. As the…

概率论 · 数学 2020-01-10 Roman V. Ivanov , Katsunori Ano

In this article, we study the rate of convergence of prices when a model is approximated by some simplified model. We also provide a method how explicit error formula for more general options can be obtained if such formula is available for…

概率论 · 数学 2013-01-08 Lauri Viitasaari

We address the information content of European option prices about volatility in terms of the Fisher information matrix. We assume that observed option prices are centred on the theoretical price provided by Heston's model disturbed by…

统计金融 · 定量金融 2016-10-19 Oliver Pfante , Nils Bertschinger

The key objective of this paper is to develop an empirical model for pricing SPX options that can be simulated over future paths of the SPX. To accomplish this, we formulate and rigorously evaluate several statistical models, including…

证券定价 · 定量金融 2025-06-24 Alessio Brini , David A. Hsieh , Patrick Kuiper , Sean Moushegian , David Ye

We focus on two particular aspects of model risk: the inability of a chosen model to fit observed market prices at a given point in time (calibration error) and the model risk due to recalibration of model parameters (in contradiction to…

风险管理 · 定量金融 2018-10-23 Yu Feng , Ralph Rudd , Christopher Baker , Qaphela Mashalaba , Melusi Mavuso , Erik Schlögl

We consider a novel use case for the Double Heston model (Christoffersen et al,, 2009), where the two Heston sub-variances have different spot/volatility correlations but the same volatility of volatility and mean reversion speed. This…

证券定价 · 定量金融 2026-02-03 Mark Higgins

We consider statistical inference in the density estimation model using a tree-based Bayesian approach, with Optional P\'olya trees as prior distribution. We derive near-optimal convergence rates for corresponding posterior distributions…

统计理论 · 数学 2021-10-12 Ismaël Castillo , Thibault Randrianarisoa

In this note, we consider European options of type $h(X^1_T, X^2_T,\ldots, X^n_T)$ depending on several underlying assets. We give a multidimensional version of the result of Breeden and Litzenberger \cite{Breeden} on the relation between…

概率论 · 数学 2014-12-08 Jarno Talponen , Lauri Viitasaari

We introduce a novel stochastic volatility model where the squared volatility of the asset return follows a Jacobi process. It contains the Heston model as a limit case. We show that the joint density of any finite sequence of log returns…

数理金融 · 定量金融 2018-10-31 Damien Ackerer , Damir Filipović , Sergio Pulido

We present a model for direct semi-parametric estimation of the State Price Density (SPD) implied in quoted option prices. We treat the observed prices as expected values of possible pay-offs at maturity, weighted by the unknown probability…

应用统计 · 统计学 2021-03-29 Gianluca Frasso , Paul H. C. Eilers

We study the rates of convergence of the posterior distribution for Bayesian density estimation with Dirichlet mixtures of normal distributions as the prior. The true density is assumed to be twice continuously differentiable. The bandwidth…

统计理论 · 数学 2009-09-29 Subhashis Ghosal , Aad van der Vaart

Density Ratio Estimation has attracted attention from the machine learning community due to its ability to compare the underlying distributions of two datasets. However, in some applications, we want to compare distributions of random…

机器学习 · 统计学 2020-06-26 Song Liu , Yulong Zhang , Mingxuan Yi , Mladen Kolar

According to the volatility feedback effect, an unexpected increase in squared volatility leads to an immediate decline in the price-dividend ratio. In this paper, we consider the properties of stock price dynamics and option valuations…

证券定价 · 定量金融 2015-06-11 Juho Kanniainen , Robert Piché

We consider the pricing problem related to payoffs that can have discontinuities of polynomial growth. The asset price dynamic is modeled within the Black and Scholes framework characterized by a stochastic volatility term driven by a…

概率论 · 数学 2016-07-26 Viktor Bezborodov , Luca Di Persio , Yuliya Mishura

We derive a new high-order compact finite difference scheme for option pricing in stochastic volatility models. The scheme is fourth-order accurate in space and second-order accurate in time. Under some restrictions, theoretical results…

计算金融 · 定量金融 2014-04-23 Bertram Düring , Michel Fournié