Publications for Sofia Triantafillou, PhD

2020

Konstantina Biza, Ioannis Tsamardinos, Sofia Triantafillou. Tuning Causal Discovery Algorithms. Proceedings of the 10th International Conference on Probabilistic Graphical Models, in Proceedings of Machine Learning Research, 2020.  

Sofia Triantafillou, Gregory F. Cooper. Learning Adjustment Sets from Observational and Limited Experimental Data. 2020 . arXiv preprint arXiv:2005.08749, 2020

2019

Triantafillou S, Saeb S, Lattie EG, Mohr DC, Kording KP. Relationship Between Sleep Quality and Mood: Ecological Momentary Assessment Study, JMIR Ment Health. 2019 Mar 27;6(3):e12613. doi: 10.2196/12613. PubMed PMID: 30916663. PMCID: PMC6456824.

2018

Tsirlis K, Lagani V, Triantafillou S, Tsamardinos I. On Scoring Maximal Ancestral Graphs with the Max-Min Hill Climbing Algorithm. International Journal of Approximate Reasoning. 2018 Nov;102:74-85

2017

Triantafillou S, Lagani V, Heinze-Deml C, Schmidt A, Tegner J, Tsamardinos I. Predicting Causal Relationships from Biological Data: Applying Automated Causal Discovery on Mass Cytometry Data of Human Immune Cells. Sci Rep. 2017 Oct 5;7(1):12724. doi: 10.1038/s41598-017-08582-x. PubMed PMID: 28983114. PMCID: PMC5629212. 

2016

Athineou G, Papoutsoglou G, Triantafillou S, Basdekis I, Lagani V, Tsamardinos I. SCENERY: a web-based application for network reconstruction and visualization of cytometry data. 10th International Conference on Practical Applications of Computational Biology & Bioinformatics. 2016 June 1; 203-211.

Triantafillou S, Tsamardinos I. Score-based vs. Constraint-based Causal Learning in the Presence of Cofounders. Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI), Causation: Foundation to Application Workshop 2016. 59-67.

Roumpelaki A, Borboudakis G  Triantafillou S, Tsamardinos I. Marginal Causal Consistency in Constraint-based Causal Learning. Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI), Causation: Foundation to Application Workshop 2016.

Lagani V, Triantafillou S, Ball G, Tegner J, Tsamardinos I. Probabilistic computational causal iscovery for systems biology. Uncertaintiy in Biology, 2016, 33-73.

2015

Triantafillou S, Tsamardinos I. Constraint-based causal discovery from multiple interventions over overlapping variable sets. Journal of Machine Learning Research. 2015 Jan 1 (16):2147-2205.
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