Sofia Triantafillou

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Ioannis TsamardinosProfessor, Computer Science Department, University of CreteVerified email at csd.uoc.gr
Vincenzo LaganiResearch Scientist, King Abdullah University of Science and TechnologyVerified email at kaust.edu.sa
Konrad Paul KordingNathan Mossell University Professor (PIK), bioengineering and neuroscience, UPenn, CIFARVerified email at upenn.edu
Ioannis G. TollisProfessor of Computer Science, Univ. of CreteVerified email at csd.uoc.gr
Giorgos BorboudakisJADBioVerified email at jadbio.com
Jesper TegnérProfessor. Bio, CS, BioE, STAT programs,KAUST, Strategic Professor, KarolinskaVerified email at kaust.edu.sa
Gregory CooperProfessor of Biomedical Informatics, University of PittsburghVerified email at pitt.edu
Sohrab SaebData Scientist, Verily Life SciencesVerified email at google.com
Emily LattieAssistant Professor, Northwestern University Feinberg School of MedicineVerified email at northwestern.edu
David C. MohrProfessor of Preventive Medicine, Director of the Center for Behavioral Intervention TechnologiesVerified email at northwestern.edu
Angelika SchmidtBiomedical Center Munich, Institute for ImmunologyVerified email at bmc.med.lmu.de
Christina Heinze-DemlApple AI/ML ResearchVerified email at apple.com
Konstantinos TsirlisGraduate Research Assistant, CMIC/AI Centre, UCL, UKVerified email at ucl.ac.uk
Fattaneh JabbariUniversity of PittsburghVerified email at pitt.edu
Sumedha SinglaUniversity Of PittsburghVerified email at pitt.edu
Kayhan BatmanghelichAssistant Professor, University of PittsburghVerified email at pitt.edu
Ioana MarinescuAssociate professor, University of Pennsylvania School of Social Policy & PracticeVerified email at upenn.edu
Giorgos AthineouComputer Science Department, University of CreteVerified email at csd.uoc.gr
Ben LansdellSt Jude Children's Research HospitalVerified email at stjude.org

Sofia Triantafillou

University of Crete, University of Pittsburgh

Verified email at pitt.edu - Homepage

causal discovery causal inference


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Constraint-based causal discovery from multiple interventions over overlapping variable sets S Triantafillou, I Tsamardinos The Journal of Machine Learning Research 16 (1), 2147-2205, 2015	113	2015
Learning causal structure from overlapping variable sets S Triantafillou, I Tsamardinos, I Tollis Proceedings of the Thirteenth International Conference on Artificial …, 2010	46	2010
Relationship between sleep quality and mood: ecological momentary assessment study S Triantafillou, S Saeb, EG Lattie, DC Mohr, KP Kording JMIR mental health 6 (3), e12613, 2019	42	2019
Probabilistic computational causal discovery for systems biology V Lagani, S Triantafillou, G Ball, J Tegnér, I Tsamardinos Uncertainty in biology, 33-73, 2016	39	2016
Towards integrative causal analysis of heterogeneous data sets and studies I Tsamardinos, S Triantafillou, V Lagani The Journal of Machine Learning Research 13 (1), 1097-1157, 2012	34	2012
Predicting causal relationships from biological data: Applying automated causal discovery on mass cytometry data of human immune cells S Triantafillou, V Lagani, C Heinze-Deml, A Schmidt, J Tegner, ... Scientific reports 7 (1), 1-11, 2017	30	2017
On scoring maximal ancestral graphs with the max–min hill climbing algorithm K Tsirlis, V Lagani, S Triantafillou, I Tsamardinos International Journal of Approximate Reasoning 102, 74-85, 2018	29	2018
Score-based vs Constraint-based Causal Learning in the Presence of Confounders. S Triantafillou, I Tsamardinos Cfa@ uai, 59-67, 2016	28	2016
DAGmaps: Space Filling Visualization of Directed Acyclic Graphs. V Tsiaras, S Triantafilou, IG Tollis J. Graph Algorithms Appl. 13 (3), 319-347, 2009	13	2009
Marginal causal consistency in constraint-based causal learning A Roumpelaki, G Borboudakis, S Triantafillou, I Tsamardinos Causation: Foundation to Application Workshop, UAI, 2016	11	2016
A constraint-based approach to incorporate prior knowledge in causal models. G Borboudakis, S Triantafilou, V Lagani, I Tsamardinos ESANN, 2011	11	2011
Learning neighborhoods of high confidence in constraint-based causal discovery S Triantafillou, I Tsamardinos, A Roumpelaki European Workshop on Probabilistic Graphical Models, 487-502, 2014	10	2014
Relationship Between Sleep Quality and Mood: Ecological Momentary Assessment Study. JMIR Mental Health, 6 (3), e12613 S Triantafillou, S Saeb, EG Lattie, DC Mohr, KP Kording	7	2019
Using causal analysis for conceptual deep learning explanation S Singla, S Wallace, S Triantafillou, K Batmanghelich International Conference on Medical Image Computing and Computer-Assisted …, 2021	6	2021
Causal markov boundaries S Triantafillou, F Jabbari, G Cooper arXiv preprint arXiv:2103.07560, 2021	6	2021
Constraint-based causal discovery from multiple interventions over overlapping variable sets S Triantafillou, I Tsamardinos arXiv preprint arXiv:1403.2150, 2014	6	2014
Tools and algorithms for causally interpreting directed edges in maximal ancestral graphs G Borboudakis, S Triantafillou, I Tsamardinos Sixth European Workshop on Probabilistic Graphical Models, 2012	6	2012
Treemaps for directed acyclic graphs V Tsiaras, S Triantafilou, IG Tollis International Symposium on Graph Drawing, 377-388, 2007	6	2007
Learning from mixture of experimental data: A constraint–based approach V Lagani, I Tsamardinos, S Triantafillou Hellenic Conference on Artificial Intelligence, 124-131, 2012	5	2012
Tuning causal discovery algorithms K Biza, I Tsamardinos, S Triantafillou International Conference on Probabilistic Graphical Models, 17-28, 2020	4	2020

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