Search Results for author: Iacopo Mastromatteo

Found 13 papers, 2 papers with code

When is cross impact relevant?

no code implementations26 May 2023 Victor Le Coz, Iacopo Mastromatteo, Damien Challet, Michael Benzaquen

Trading pressure from one asset can move the price of another, a phenomenon referred to as cross impact.

Microfounding GARCH Models and Beyond: A Kyle-inspired Model with Adaptive Agents

no code implementations14 Jun 2022 Michele Vodret, Iacopo Mastromatteo, Bence Toth, Michael Benzaquen

We relax the strong rationality assumption for the agents in the paradigmatic Kyle model of price formation, thereby reconciling the framework of asymmetrically informed traders with the Adaptive Market Hypothesis, where agents use inductive rather than deductive reasoning.

Clustering

Excess Out-of-Sample Risk and Fleeting Modes

no code implementations2 May 2022 Jean-Philippe Bouchaud, Iacopo Mastromatteo, Marc Potters, Konstantin Tikhonov

Using Random Matrix Theory, we propose a universal and versatile tool to reveal the existence of "fleeting modes", i. e. portfolios that carry statistically significant excess risk, signalling ex-post a change in the correlation structure in the underlying asset space.

Do fundamentals shape the price response? A critical assessment of linear impact models

no code implementations8 Dec 2021 Michele Vodret, Iacopo Mastromatteo, Bence Tóth, Michael Benzaquen

We compare the predictions of the stationary Kyle model, a microfounded multi-step linear price impact model in which market prices forecast fundamentals through information encoded in the order flow, with those of the propagator model, a purely data-driven model in which trades mechanically impact prices with a time-decaying kernel.

Cross impact in derivative markets

no code implementations4 Feb 2021 Mehdi Tomas, Iacopo Mastromatteo, Michael Benzaquen

Trading a financial asset pushes its price as well as the prices of other assets, a phenomenon known as cross-impact.

A Stationary Kyle Setup: Microfounding propagator models

1 code implementation20 Nov 2020 Michele Vodret, Iacopo Mastromatteo, Bence Tóth, Michael Benzaquen

We provide an economically sound micro-foundation to linear price impact models, by deriving them as the equilibrium of a suitable agent-based system.

How to build a cross-impact model from first principles: Theoretical requirements and empirical results

no code implementations3 Apr 2020 Mehdi Tomas, Iacopo Mastromatteo, Michael Benzaquen

Trading a financial instrument pushes its price and those of other assets, a phenomenon known as cross-impact.

Zooming In on Equity Factor Crowding

no code implementations13 Jan 2020 Valerio Volpati, Michael Benzaquen, Zoltan Eisler, Iacopo Mastromatteo, Bence Toth, Jean-Philippe Bouchaud

Crowding is most likely an important factor in the deterioration of strategy performance, the increase of trading costs and the development of systemic risk.

The Stochastic complexity of spin models: Are pairwise models really simple?

no code implementations24 Feb 2017 Alberto Beretta, Claudia Battistin, Clélia de Mulatier, Iacopo Mastromatteo, Matteo Marsili

We thus found that the complexity (or simplicity) of a model is not determined by the order of the interactions, but rather by their mutual arrangements.

Bayesian Inference

Uncovering Causality from Multivariate Hawkes Integrated Cumulants

1 code implementation ICML 2017 Massil Achab, Emmanuel Bacry, Stéphane Gaïffas, Iacopo Mastromatteo, Jean-Francois Muzy

We design a new nonparametric method that allows one to estimate the matrix of integrated kernels of a multivariate Hawkes process.

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

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