GraphIT: Iterative reweighted ${\ell }_1$ algorithm for sparse graph inference in state-space models

Emilie Chouzenoux, Victor Elvira

State-space models (SSMs) are a common tool for modeling multi-variate discrete-time signals. The linear-Gaussian (LG) SSM is widely applied as it allows for a closed-form solution…