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 …
called 'self-exciting and mutually exciting point processes' the essential property of which …
Hawkes processes in finance
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 …
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 …
fractional Brownian motion with small Hurst parameter, provide very relevant dynamics in …
Hawkes processes
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 …
applied in diverse areas, from earthquake modelling to financial analysis. They are point …
The microstructural foundations of leverage effect and rough volatility
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 …
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 …
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
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 …
functional central limit theorem for multivariate Hawkes processes observed over a time …
Mixture of mutually exciting processes for viral diffusion
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 …
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
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 …
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 …
exciting Hawkes process. Using several estimation methods, we find that the Hawkes kernel …