2 papers
stat.ML2024
Estimation of partially known Gaussian graphical models with score-based structural priors
Martín Sevilla, Antonio García Marques, Santiago Segarra
We propose a novel algorithm for the support estimation of partially known Gaussian graphical models that incorporates prior information about the underlying graph. In contrast to…
eess.SP2023
Bayesian topology inference on partially known networks from input-output pairs
Martín Sevilla, Santiago Segarra
We propose a sampling algorithm to perform system identification from a set of input-output graph signal pairs. The dynamics of the systems we study are given by a partially known…