41 citations · 56 across the 4 of their papers we have counts for
4 papers
How well is surface ocean carbon represented in observations and ocean models?
Viviana Acquaviva, Romina Wild, Alessandro Laio +3
We introduce a general framework for quantifying the information content and representation quality of complex geophysical datasets based on the intrinsic dimension and differentia…
Automatic feature selection and weighting in molecular systems using Differentiable Information Imbalance
Romina Wild, Felix Wodaczek, Vittorio Del Tatto +2
Feature selection is essential in the analysis of molecular systems and many other fields, but several uncertainties remain: What is the optimal number of features for a simplified…
Maximally informative feature selection using Information Imbalance: Application to COVID-19 severity prediction
Romina Wild, Emanuela Sozio, Riccardo G. Margiotta +6
Clinical databases typically include, for each patient, many heterogeneous features, for example blood exams, the clinical history before the onset of the disease, the evolution of…
DADApy: Distance-based Analysis of DAta-manifolds in Python
Aldo Glielmo, Iuri Macocco, Diego Doimo +6
DADApy is a python software package for analysing and characterising high-dimensional data manifolds. It provides methods for estimating the intrinsic dimension and the probability…