Search Results for author: Jean-François Muzy

Found 7 papers, 0 papers with code

Liquidity takers behavior representation through a contrastive learning approach

no code implementations9 Jun 2023 Ruihua Ruan, Emmanuel Bacry, Jean-François Muzy

Thanks to the access to the labeled orders on the CAC40 data from Euronext, we are able to analyze agents' behaviors in the market based on their placed orders.

Clustering Contrastive Learning +1

The self-exciting nature of the bid-ask spread dynamics

no code implementations3 Mar 2023 Ruihua Ruan, Emmanuel Bacry, Jean-François Muzy

The bid-ask spread, which is defined by the difference between the best selling price and the best buying price in a Limit Order Book at a given time, is a crucial factor in the analysis of financial securities.

From Rough to Multifractal volatility: the log S-fBM model

no code implementations24 Jan 2022 Peng Wu, Jean-François Muzy, Emmanuel Bacry

We introduce a family of random measures $M_{H, T} (d t)$, namely log S-fBM, such that, for $H>0$, $M_{H, T}(d t) = e^{\omega_{H, T}(t)} d t$ where $\omega_{H, T}(t)$ is a Gaussian process that can be considered as a stationary version of an $H$-fractional Brownian motion.

Mean-field inference of Hawkes point processes

no code implementations4 Nov 2015 Emmanuel Bacry, Stéphane Gaïffas, Iacopo Mastromatteo, Jean-François Muzy

We propose a fast and efficient estimation method that is able to accurately recover the parameters of a d-dimensional Hawkes point-process from a set of observations.

Point Processes valid

Hawkes processes in finance

no code implementations16 Feb 2015 Emmanuel Bacry, Iacopo Mastromatteo, Jean-François Muzy

In this paper we propose an overview of the recent academic literature devoted to the applications of Hawkes processes in finance.

Trading and Market Microstructure

Sparse and low-rank multivariate Hawkes processes

no code implementations4 Jan 2015 Emmanuel Bacry, Martin Bompaire, Stéphane Gaïffas, Jean-François Muzy

We consider the problem of unveiling the implicit network structure of node interactions (such as user interactions in a social network), based only on high-frequency timestamps.

Concentration for matrix martingales in continuous time and microscopic activity of social networks

no code implementations24 Dec 2014 Emmanuel Bacry, Stéphane Gaïffas, Jean-François Muzy

This paper gives new concentration inequalities for the spectral norm of a wide class of matrix martingales in continuous time.

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