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Joint Gaussian graphical model estimation: A survey

2022 · Wiley Interdisciplinary Reviews Computational Statistics

Abstract Graphs representing complex systems often share a partial underlying structure across domains while retaining individual features. Thus, identifying common structures can shed light on the underlying signal, for instance, when applied to scientific discovery …

Confidence Sets for Causal Orderings

2025 · Journal of the American Statistical Association

Causal discovery procedures aim to deduce causal relationships among variables in a multivariate dataset. While various methods have been proposed for estimating a single causal model or a single equivalence class of models, less attention …