Triantafillou, Sofia

10 publications

PGM 2024 Learning Causal Markov Boundaries with Mixed Observational and Experimental Data Konstantina Lelova, Gregory F. Cooper, Sofia Triantafillou

AISTATS 2023 Learning Treatment Effects from Observational and Experimental Data Sofia Triantafillou, Fattaneh Jabbari, Gregory F. Cooper

UAI 2021 Causal and Interventional Markov Boundaries Sofia Triantafillou, Fattaneh Jabbari, Gregory F. Cooper

AAAI 2021 Learning Adjustment Sets from Observational and Limited Experimental Data Sofia Triantafillou, Gregory F. Cooper

PGM 2020 Tuning Causal Discovery Algorithms Konstantina Biza, Ioannis Tsamardinos, Sofia Triantafillou

UAI 2016 Marginal Causal Consistency in Constraint-Based Causal Learning Anna Roumpelaki, Giorgos Borboudakis, Sofia Triantafillou, Ioannis Tsamardinos

UAI 2016 Score-Based vs Constraint-Based Causal Learning in the Presence of Confounders Sofia Triantafillou, Ioannis Tsamardinos

JMLR 2015 Constraint-Based Causal Discovery from Multiple Interventions over Overlapping Variable Sets Sofia Triantafillou, Ioannis Tsamardinos

JMLR 2012 Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies Ioannis Tsamardinos, Sofia Triantafillou, Vincenzo Lagani

AISTATS 2010 Learning Causal Structure from Overlapping Variable Sets Sofia Triantafillou, Ioannis Tsamardinos, Ioannis Tollis