3 papers
cond-mat.stat-mech2023
Efficient simulations of epidemic models with tensor networks: application to the one-dimensional SIS model
Wout Merbis, Clélia de Mulatier, Philippe Corboz
The contact process is an emblematic model of a non-equilibrium system, containing a phase transition between inactive and active dynamical regimes. In the epidemiological context,…
cs.AI2020
Bayesian Inference of Minimally Complex Models with Interactions of Arbitrary Order
Clélia de Mulatier, Matteo Marsili
Finding the model that best describes a high-dimensional dataset is a daunting task, even more so if one aims to consider all possible high-order patterns of the data, going beyond…
cond-mat.dis-nn2017
The Stochastic complexity of spin models: Are pairwise models really simple?
Alberto Beretta, Claudia Battistin, Clélia de Mulatier +2
Models can be simple for different reasons: because they yield a simple and computationally efficient interpretation of a generic dataset (e.g. in terms of pairwise dependences) -…