Hawkes processes and their applications to finance: a review

AG Hawkes - Quantitative Finance, 2018 - Taylor & Francis
Hawkes (1971a, 1971b, 1972) introduced a family of models for stochastic point processes
called 'self-exciting and mutually exciting point processes' the essential property of which …

Hawkes processes in finance

E Bacry, I Mastromatteo, JF Muzy - Market Microstructure and …, 2015 - World Scientific
In this paper we propose an overview of the recent academic literature devoted to the
applications of Hawkes processes in finance. Hawkes processes constitute a particular class …

The characteristic function of rough Heston models

O El Euch, M Rosenbaum - Mathematical Finance, 2019 - Wiley Online Library
It has been recently shown that rough volatility models, where the volatility is driven by a
fractional Brownian motion with small Hurst parameter, provide very relevant dynamics in …

Hawkes processes

PJ Laub, T Taimre, PK Pollett - arxiv preprint arxiv:1507.02822, 2015 - arxiv.org
Hawkes processes are a particularly interesting class of stochastic process that have been
applied in diverse areas, from earthquake modelling to financial analysis. They are point …

The microstructural foundations of leverage effect and rough volatility

O El Euch, M Fukasawa, M Rosenbaum - Finance and Stochastics, 2018 - Springer
We show that typical behaviors of market participants at the high frequency scale generate
leverage effect and rough volatility. To do so, we build a simple microscopic model for the …

Graphical modeling for multivariate Hawkes processes with nonparametric link functions

M Eichler, R Dahlhaus, J Dueck - Journal of Time Series …, 2017 - Wiley Online Library
Hawkes () introduced a powerful multivariate point process model of mutually exciting
processes to explain causal structure in data. In this article, it is shown that the Granger …

[HTML][HTML] Some limit theorems for Hawkes processes and application to financial statistics

E Bacry, S Delattre, M Hoffmann, JF Muzy - Stochastic Processes and their …, 2013 - Elsevier
In the context of statistics for random processes, we prove a law of large numbers and a
functional central limit theorem for multivariate Hawkes processes observed over a time …

Mixture of mutually exciting processes for viral diffusion

SH Yang, H Zha - International Conference on Machine …, 2013 - proceedings.mlr.press
Abstract\emphDiffusion network inference and\emphmeme tracking have been two key
challenges in viral diffusion. This paper shows that these two tasks can be addressed …

Non-parametric kernel estimation for symmetric Hawkes processes. Application to high frequency financial data

E Bacry, K Dayri, JF Muzy - The European Physical Journal B, 2012 - Springer
We define a numerical method that provides a non-parametric estimation of the kernel
shape in symmetric multivariate Hawkes processes. This method relies on second order …

Critical reflexivity in financial markets: a Hawkes process analysis

SJ Hardiman, N Bercot, JP Bouchaud - The European Physical Journal B, 2013 - Springer
We model the arrival of mid-price changes in the E-mini S&P futures contract as a self-
exciting Hawkes process. Using several estimation methods, we find that the Hawkes kernel …