10 citations · 26 across the 4 of their papers we have counts for
4 papers
Improved Pseudolikelihood Regularization and Decimation methods on Non-linearly Interacting Systems with Continuous Variables
Alessia Marruzzo, Payal Tyagi, Fabrizio Antenucci +2
We propose and test improvements to state-of-the-art techniques of Bayeasian statistical inference based on pseudolikelihood maximization with regularization and with deci…
Inverse problem for multi-body interaction of nonlinear waves
Alessia Marruzzo, Payal Tyagi, Fabrizio Antenucci +2
The inverse problem is studied in multi-body systems with nonlinear dynamics representing, e.g., phase-locked wave systems, standard multimode and random lasers. Using a general mo…
Regularization and decimation pseudolikelihood approaches to statistical inference in -spin models
Payal Tyagi, Alessia Marruzzo, Andrea Pagnani +2
We implement a pseudolikelyhood approach with l2-regularization as well as the recently introduced pseudolikelihood with decimation procedure to the inverse problem in continuous s…
Inference for interacting linear waves in ordered and random media
P. Tyagi, A. Pagnani, F. Antenucci +2
A statistical inference method is developed and tested for pairwise interacting systems whose degrees of freedom are continuous angular variables, such as planar spins in magnetic…