100 citations · 207 across the 28 of their papers we have counts for
3 papers · 1 filter
Benchmarking Constraint-Based Bayesian Structure Learning Algorithms: Role of Network Topology
Radha Nagarajan, Marco Scutari
Modeling the associations between real world entities from their multivariate cross-sectional profiles can provide cues into the concerted working of these entities as a system. Se…
Towards a Transportable Causal Network Model Based on Observational Healthcare Data
Alice Bernasconi, Alessio Zanga, Peter J. F. Lucas +2
Over the last decades, many prognostic models based on artificial intelligence techniques have been used to provide detailed predictions in healthcare. Unfortunately, the real-worl…
Achieving Fairness with a Simple Ridge Penalty
Marco Scutari, Francesca Panero, Manuel Proissl
In this paper we present a general framework for estimating regression models subject to a user-defined level of fairness. We enforce fairness as a model selection step in which we…