Tom Claassen
Tom Claassen
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Domain adaptation by using causal inference to predict invariant conditional distributions
S Magliacane, T van Ommen, T Claassen, S Bongers, P Versteeg, ...
Advances in Neural Information Processing Systems, 10846-10856, 2018
Joint causal inference from multiple contexts
JM Mooij, S Magliacane, T Claassen
Journal of machine learning research 21 (99), 1-108, 2020
A causal and mediation analysis of the comorbidity between attention deficit hyperactivity disorder (ADHD) and autism spectrum disorder (ASD)
E Sokolova, AM Oerlemans, NN Rommelse, P Groot, CA Hartman, ...
Journal of autism and developmental disorders 47, 1595-1604, 2017
Causal shapley values: Exploiting causal knowledge to explain individual predictions of complex models
T Heskes, E Sijben, IG Bucur, T Claassen
Advances in neural information processing systems 33, 4778-4789, 2020
Learning sparse causal models is not NP-hard
T Claassen, J Mooij, T Heskes
arXiv preprint arXiv:1309.6824, 2013
A Bayesian approach to constraint based causal inference
T Claassen, T Heskes
arXiv preprint arXiv:1210.4866, 2012
Ancestral causal inference
S Magliacane, T Claassen, JM Mooij
Advances in Neural Information Processing Systems 29, 2016
Constraint-based causal discovery using partial ancestral graphs in the presence of cycles
JM Mooij, T Claassen
Conference on Uncertainty in Artificial Intelligence, 1159-1168, 2020
Causal discovery in multiple models from different experiments
T Claassen, T Heskes
Advances in Neural Information Processing Systems 23, 2010
A logical characterization of constraint-based causal discovery
T Claassen, T Heskes
arXiv preprint arXiv:1202.3711, 2012
Dimensions of psychopathy in relation to proactive and reactive aggression: Does intelligence matter?
T Jambroes, LMC Jansen, PM vd Ven, T Claassen, JC Glennon, ...
Personality and Individual Differences 129, 76-82, 2018
Statistical evidence suggests that inattention drives hyperactivity/impulsivity in attention deficit-hyperactivity disorder
E Sokolova, P Groot, T Claassen, KJ van Hulzen, JC Glennon, B Franke, ...
PLoS one 11 (10), e0165120, 2016
Causal discovery from databases with discrete and continuous variables
E Sokolova, P Groot, T Claassen, T Heskes
Probabilistic Graphical Models: 7th European Workshop, PGM 2014, Utrecht …, 2014
Causal discovery in an adult ADHD data set suggests indirect link between DAT1 genetic variants and striatal brain activation during reward processing
E Sokolova, M Hoogman, P Groot, T Claassen, AA Vasquez, JK Buitelaar, ...
American Journal of Medical Genetics Part B: Neuropsychiatric Genetics 168 …, 2015
Role of conduct problems in the relation between Attention-Deficit Hyperactivity disorder, substance use, and gaming
GH Schoenmacker, AP Groenman, E Sokolova, J Oosterlaan, ...
European Neuropsychopharmacology 30, 102-113, 2020
Disentangling drivers of spatial autocorrelation in species distribution models
KP Mielke, T Claassen, M Busana, T Heskes, MAJ Huijbregts, K Koffijberg, ...
Ecography 43 (12), 1741-1751, 2020
Inferring the direction of a causal link and estimating its effect via a Bayesian Mendelian randomization approach
IG Bucur, T Claassen, T Heskes
Statistical Methods in Medical Research 29 (4), 1081-1111, 2020
Greedy equivalence search in the presence of latent confounders
T Claassen, IG Bucur
Uncertainty in Artificial Intelligence, 443-452, 2022
Joint causal inference on observational and experimental datasets
S Magliacane, T Claassen, JM Mooij
arXiv preprint arXiv:1611.10351, 2016
Causal transfer learning
S Magliacane, T van Ommen, T Claassen, S Bongers, P Versteeg, ...
arXiv preprint arXiv:1707.06422, 2017
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