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2025
- Identifiability of homoscedastic linear structural equation models using algebraic matroids. Advances in Applied Mathematics 163, 2025, 102794 more… Full text ( DOI )
- Distribution-free tests of multivariate independence based on center-outward quadrant, Spearman, Kendall, and van der Waerden statistics. Bernoulli 31 (1), 2025, 106–129 more… Full text ( DOI )
2024
- On the Lasso for Graphical Continuous Lyapunov Models. Proceedings of Machine Learning Research , 2024Third Conference on Causal Learning and Reasoning, 514-550 more…
- Rational maximum likelihood estimators of Kronecker covariance matrices. Algebraic Statistics 15 (1), 2024, 145-164 more… Full text ( DOI )
- Rational maximum likelihood estimators of Kronecker covariance matrices. Algebraic Statistics 15 (1), 2024, 145-164 more… Full text ( DOI )
- High-dimensional undirected graphical models for arbitrary mixed data. Electronic Journal of Statistics 18 (1), 2024, 2339–2404 more… Full text ( DOI )
- causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery. Proceedings of Machine Learning Research, 2024Third Conference on Causal Learning and Reasoning, 609--642 more…
- On Azadkia–Chatterjee’s conditional dependence coefficient. Bernoulli 30 (2), 2024, 851-877 more… Full text ( DOI )
- Dual Likelihood for Causal Inference under Structure Uncertainty. Proceedings of Machine Learning Research, 2024Third Conference on Causal Learning and Reasoning, 1-17 more…
- Testing many constraints in possibly irregular models using incomplete U-statistics. Journal of the Royal Statistical Society Series B: Statistical Methodology, 2024, 1--26 more… Full text ( DOI )
- Interaction Models and Generalized Score Matching for Compositional Data. Proceedings of Machine Learning Research, 2024The 2nd Learning on Graphs Conference , 1-25 more…
2023
- Third-order moment varieties of linear non-Gaussian graphical models. Information and Inference: A Journal of the IMA 12 (3), 2023, 1405–1436 more… Full text ( DOI )
- Causal Structural Learning via Local Graphs. SIAM Journal on Mathematics of Data Science 5 (2), 2023, 280-305 more… Full text ( DOI )
- Identifiability in Continuous Lyapunov Models. SIAM Journal on Matrix Analysis and Applications 44 (4), 2023, 1799-1821 more… Full text ( DOI )
- Algebraic Structures in Statistical Methodology. Oberwolfach Reports 19 (4), 2023, 3121-3170 more… Full text ( DOI )
- Discussion of “A note on universal inference” by Timmy Tse and Anthony Davison. Stat 12 (1), 2023 more… Full text ( DOI )
- Rank-Based Causal Discovery for Post-Nonlinear Models. Proceedings of Machine Learning Research, MLResearchPress, 202326th International Conference on Artificial Intelligence and Statistics more…
- Fine-grained Network Traffic Prediction from Coarse Data. Austrian Journal of Statistics 52 (3), 2023, 114-123 more… Full text ( DOI )
- Confidence in causal inference under structure uncertainty in linear causal models with equal variances. Journal of Causal Inference 11 (1), 2023 more… Full text ( DOI )
- Unpaired Multi-Domain Causal Representation Learning. Advances in Neural Information Processing Systems 36, 202337th Annual Conference on Neural Information Processing Systems (NeurIPS 2023) , 34465--34492 more…
- Learning Linear Gaussian Polytree Models With Interventions. IEEE Journal on Selected Areas in Information Theory 4, 2023, 569-578 more… Full text ( DOI )
- Causal Discovery with Unobserved Confounding and Non-Gaussian Data. Journal of Machine Learning Research 24 (271), 2023, 1−61 more… Full text ( DOI )
- Partial Homoscedasticity in Causal Discovery with Linear Models. IEEE Journal on Selected Areas in Information Theory, 2023, 639 - 650 more… Full text ( DOI )
- Directed Graphical Models and Causal Discovery for Zero-Inflated Data. Proceedings of Machine Learning Research, ML Research Press, 2023Proceedings of the Second Conference on Causal Learning and Reasoning, 27-67 more…
- Assessable and interpretable sensitivity analysis in the pattern graph framework for nonignorable missingness mechanisms. Statistics in Medicine 42 (29), 2023, 5419-5450 more… Full text ( DOI )
2022
- Half-trek criterion for identifiability of latent variable models. The Annals of Statistics 50 (6), 2022 more… Full text ( DOI )
- Distribution-Free Consistent Independence Tests via Center-Outward Ranks and Signs. Journal of the American Statistical Association 117 (537), 2022, 395-410 more… Full text ( DOI )
- On the power of Chatterjee’s rank correlation. Biometrika 109 (2), 2022, 317-333 more… Full text ( DOI )
- On universally consistent and fully distribution-free rank tests of vector independence. The Annals of Statistics 50 (4), 2022, 1933-1959 more… Full text ( DOI )
- On the choice of the splitting ratio for the split likelihood ratio test. Electronic Journal of Statistics 16 (2), 2022, 6631-6650 more… Full text ( DOI )
- Learning linear non-Gaussian polytree models. Proceedings of Machine Learning Research , MLResearchPress , 2022Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI 2022), 1960-1969 more…
- Generalized score matching for general domains. Information and Inference: A Journal of the IMA 11 (2), 2022, 739-780 more… Full text ( DOI )
- Graphical Representations for Algebraic Constraints of Linear Structural Equations Models. Proceedings of Machine Learning Research, MLResearchPress , 2022Proceedings of The 11th International Conference on Probabilistic Graphical Models, 409-420 more…
2021
- Definite Non-Ancestral Relations and Structure Learning. 8th Causal Inference Workshop at UAI (causalUAI 2021), 2021 more…
- Existence and uniqueness of the Kronecker covariance MLE. The Annals of Statistics 49 (5), 2021, 2721-2754 more… Full text ( DOI )
- Confidence in causal discovery with linear causal models. Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021, 1217-1226 more…
- CorDiffViz: an R package for visualizing multi-omics differential correlation networks. BMC Bioinformatics 22 (1), 2021, 1-12 more… Full text ( DOI )
2020
- Structure Learning for Cyclic Linear Causal Models. Proceedings of Machine Learning Research (PMLR) 124, 2020, 999-1008 more…
- High-dimensional consistent independence testing with maxima of rank correlations. Annals of Statistics 48 (6), 2020, 3206-3227 more… Full text ( DOI )
- Nested covariance determinants and restricted trek separation in Gaussian graphical models. Bernoulli 26 (4), 2020, 2503-2540 more… Full text ( DOI )
- Genetic and metabolomic architecture of variation in diet restriction-mediated lifespan extension in Drosophila. PLOS Genetics 16 (7), 2020, e1008835 more… Full text ( DOI )
- Statistical Significance in High-dimensional Linear Mixed Models. Proceedings of the 2020 ACM-IMS on Foundations of Data Science Conference, Association for Computing Machinery, 2020, 171-181 more… Full text ( DOI )
- High-dimensional causal discovery under non-Gaussianity. Biometrika 107 (1), 2020, 41–59 more… Full text ( DOI )
2019
- On causal discovery with an equal-variance assumption. Biometrika 106 (4), 2019, 973-980 more… Full text ( DOI )
- The maximum likelihood threshold of a path diagram. The Annals of Statistics 47 (3), 2019, 1536-1553 more… Full text ( DOI )
- Computation of maximum likelihood estimates in cyclic structural equation models. The Annals of Statistics 47 (2), 2019, 663-690 more… Full text ( DOI )
- Graphical models for zero-inflated single cell gene expression. The Annals of Applied Statistics 13 (2), 2019, 848-873 more… Full text ( DOI )
- Generalized Score Matching for Non-Negative Data. Journal of Machine Learning Research 20 (76), 2019, 1-70 more…
2018
- Algebraic problems in structural equation modeling. Advanced Studies in Pure Mathematics, Mathematical Society of Japan, 2018The 50th Anniversary of Gröbner Bases, 35-86 more… Full text ( DOI )
- Algebraic Statistics. Oberwolfach Reports 14 (2), 2018, 1207-1279 more… Full text ( DOI )
- Robust and sparse Gaussian graphical modelling under cell-wise contamination. Stat 7 (1), 2018, e181 more… Full text ( DOI )
- Algebraic tests of general Gaussian latent tree models. Advances in Neural Information Processing Systems 31 31, 2018, 6301-6310 more…
- Testing independence in high dimensions with sums of rank correlations. The Annals of Statistics 46 (1), 2018, 280-307 more… Full text ( DOI )
- Symmetric rank covariances: a generalized framework for nonparametric measures of dependence. Biometrika 105 (3), 2018, 547-562 more… Full text ( DOI )
- Determinantal Generalizations of Instrumental Variables. Journal of Causal Inference 6 (1), 2018 more… Full text ( DOI )
- Graphical Models for Non-Negative Data Using Generalized Score Matching. Proceedings of Machine Learning Research 84, 2018, 1781-1790 more…
2017
- Structure Learning in Graphical Modeling. Annual Review of Statistics and Its Application 4 (1), 2017, 365-393 more… Full text ( DOI )
- Marginal likelihood and model selection for Gaussian latent tree and forest models. Bernoulli 23 (2), 2017, 1202-1232 more… Full text ( DOI )
- A Bayesian information criterion for singular models. Journal of the Royal Statistical Society: Series B (Statistical Methodology) 79 (2), 2017, 323-380 more… Full text ( DOI )
- Covariate-adaptive clustering of exposures for air pollution epidemiology cohorts. The Annals of Applied Statistics 11 (1), 2017, 93-113 more… Full text ( DOI )
- Empirical likelihood for linear structural equation models with dependent errors. Stat 6 (1), 2017, 434-447 more… Full text ( DOI )
2016
- Maximum Likelihood Estimates for Gaussian Mixtures Are Transcendental. In: Mathematical Aspects of Computer and Information Sciences. Springer International Publishing, 2016, 579-590 more… Full text ( DOI )
- Laplace Approximation in High-Dimensional Bayesian Regression. In: Statistical Analysis for High-Dimensional Data. Springer International Publishing, 2016, 15-36 more… Full text ( DOI )
- Generic Identifiability of Linear Structural Equation Models by Ancestor Decomposition. Scandinavian Journal of Statistics 43 (4), 2016, 1035-1045 more… Full text ( DOI )
- Wald tests of singular hypotheses. Bernoulli 22 (1), 2016, 38-59 more… Full text ( DOI )
- Order-invariant prior specification in Bayesian factor analysis. Statistics & Probability Letters 111, 2016, 60-66 more… Full text ( DOI )
- Identifiability of directed Gaussian graphical models with one latent source. Electronic Journal of Statistics 10 (1), 2016, 394-422 more… Full text ( DOI )
- Estimation of high-dimensional graphical models using regularized score matching. Electronic Journal of Statistics 10 (1), 2016, 806-854 more… Full text ( DOI )
- Large-sample theory for the Bergsma-Dassios sign covariance. Electronic Journal of Statistics 10 (2), 2016, 2287-2311 more… Full text ( DOI )
- Efficient computation of the Bergsma–Dassios sign covariance. Computational Statistics 31 (1), 2016, 315-328 more… Full text ( DOI )
2015
- High-dimensional Ising model selection with Bayesian information criteria. Electronic Journal of Statistics 9 (1), 2015, 567-607 more… Full text ( DOI )
- Preface to the Special Issue on Statistics. Linear Algebra and its Applications 473, 2015, 1-2 more… Full text ( DOI )
- On the causal interpretation of acyclic mixed graphs under multivariate normality. Linear Algebra and its Applications 473, 2015, 93-113 more… Full text ( DOI )
- Adaptive rhythm sequencing: A method for dynamic rhythm classification during CPR. Resuscitation 91, 2015, 26-31 more… Full text ( DOI )
2014
- Robust Bayesian Graphical Modeling Using Dirichlet $t$ -Distributions. Bayesian Analysis 9 (3), 2014, 521-550 more… Full text ( DOI )
- Rejoinder. Bayesian Analysis 9 (3), 2014, 591-596 more… Full text ( DOI )
2013
- Nonparametric Reduced Rank Regression. Advances in Neural Information Processing Systems 25 25, 2013, 1628-1636 more…
- PC Algorithm for Nonparanormal Graphical Models. Journal of Machine Learning Research 14 (1), 2013, 3365-3383 more… Full text ( DOI )
2012
- Wisdom of crowds for robust gene network inference. Nature Methods 9, 2012, 796-804 more… Full text ( DOI )
- Comments on: Sequences of regressions and their independencies. TEST 21 (2), 2012, 255-261 more… Full text ( DOI )
- Correction on Moments of minors of Wishart matrices. The Annals of Statistics 40 (2), 2012, 1283-1284 more… Full text ( DOI )
- Half-trek criterion for generic identifiability of linear structural equation models. The Annals of Statistics 40 (3), 2012, 1682-1713 more… Full text ( DOI )
- Maximum likelihood degree of variance component models. Electronic Journal of Statistics 6, 2012, 993-1016 more… Full text ( DOI )
- SPIn: Model Selection for Phylogenetic Mixtures via Linear Invariants. Molecular Biology and Evolution 29 (3), 2012, 929-937 more… Full text ( DOI )
2011
- Global identifiability of linear structural equation models. The Annals of Statistics 39 (2), 2011, 865-886 more… Full text ( DOI )
- Quantifying the failure of bootstrap likelihood ratio tests. Biometrika 98 (4), 2011, 919-934 more… Full text ( DOI )
- Robust graphical modeling of gene networks using classical and alternative t-distributions. The Annals of Applied Statistics 5 (2A), 2011, 1057-1080 more… Full text ( DOI )
2010
- A geometric interpretation of the characteristic polynomial of reflection arrangements. Proceedings of the American Mathematical Society 138 (08), 2010, 2873-2887 more… Full text ( DOI )
- Finiteness of small factor analysis models. Annals of the Institute of Statistical Mathematics 62 (4), 2010, 775-783 more… Full text ( DOI )
- Smoothness of Gaussian Conditional Independence Models. Algebraic Methods in Statistics and Probability II (Contemporary Mathematics) 516, 2010, 155-177 more… Full text ( DOI )
- On a Parametrization of Positive Semidefinite Matrices with Zeros. SIAM Journal on Matrix Analysis and Applications 31 (5), 2010, 2665-2680 more… Full text ( DOI )
- Extended Bayesian Information Criteria for Gaussian Graphical Models. Advances in Neural Information Processing Systems 22 (NIPS 2010) 23, 2010, 2020-2028 more…
2009
- Likelihood ratio tests and singularities. The Annals of Statistics 37 (2), 2009, 979-1012 more… Full text ( DOI )
- Discrete chain graph models. Bernoulli 15 (3), 2009, 736-753 more… Full text ( DOI )
- Computing Maximum Likelihood Estimates in Recursive Linear Models with Correlated Errors. Journal of Machine Learning Research 10, 2009, 2329-2348 more…
- Robust graphical modeling with t-distributions. UAI '09 (Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence), 2009, 169–176 more… Full text ( DOI )
2008
- Multiple solutions to the likelihood equations in the Behrens–Fisher problem. Statistics & Probability Letters 78 (18), 2008, 3288-3293 more… Full text ( DOI )
- Iterative Conditional Fitting for Discrete Chain Graph Models. In: COMPSTAT 2008. Physica-Verlag HD, 2008, 93-104 more… Full text ( DOI )
- Moments of minors of Wishart matrices. The Annals of Statistics 36 (5), 2008, 2261-2283 more… Full text ( DOI )
- A SINful approach to Gaussian graphical model selection. Journal of Statistical Planning and Inference 138 (4), 2008, 1179-1200 more… Full text ( DOI )
- Binary models for marginal independence. Journal of the Royal Statistical Society: Series B (Statistical Methodology) 70 (2), 2008, 287-309 more… Full text ( DOI )
- Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models. Journal of Machine Learning Research 9, 2008, 893-914 more… Full text (mediaTUM)
2007
- A mutagenetic tree hidden Markov model for longitudinal clonal HIV sequence data. Biostatistics 8 (1), 2007, 53-71 more… Full text ( DOI )
- Estimation of a covariance matrix with zeros. Biometrika 94 (1), 2007, 199-216 more… Full text ( DOI )
- Algebraic statistical models. Statistica Sinica 17 (4), 2007, 1273-1297 more…
- Multiple Testing and Error Control in Gaussian Graphical Model Selection. Statistical Science 22 (3), 2007, 430-449 more… Full text ( DOI )
2006
- Algebraic Techniques for Gaussian Models. Proceedings of Prague Stochastics 2006, 2006, 91-90 more…
- Computing all roots of the likelihood equations of seemingly unrelated regressions. Journal of Symbolic Computation 41 (2), 2006, 245-254 more… Full text ( DOI )
- Conditional independence models for seemingly unrelated regressions with incomplete data. Journal of Multivariate Analysis 97 (2), 2006, 385-411 more… Full text ( DOI )
- Maximum Likelihood Estimation in Gaussian Chain Graph Models under the Alternative Markov Property. Scandinavian Journal of Statistics 33 (2), 2006, 247-257 more… Full text ( DOI )
- Algebraic factor analysis: tetrads, pentads and beyond. Probability Theory and Related Fields 138 (3-4), 2006, 463-493 more… Full text ( DOI )
- Seat excess variances of apportionment methods for proportional representation. Statistics & Probability Letters 76 (16), 2006, 1723-1730 more… Full text ( DOI )
2005
- Mutagenetic Tree Models – 14. In: Algebraic Statistics for Computational Biology. Cambridge University Press, 2005, 278-290 more… Full text ( DOI )
- Ultra-Conserved Elements in Vertebrate and Fly Genomes – 22. In: Algebraic Statistics for Computational Biology. Cambridge University Press, 2005, 387-402 more… Full text ( DOI )
- Asymptotic seat bias formulas. Metrika 62 (1), 2005, 23-31 more… Full text ( DOI )
2004
- Multimodality of the likelihood in the bivariate seemingly unrelated regressions model. Biometrika 91 (2), 2004, 383-392 more… Full text ( DOI )
- Model selection for Gaussian concentration graphs. Biometrika 91 (3), 2004, 591-602 more… Full text ( DOI )
- Iterative conditional fitting for Gaussian ancestral graph models. Proceedings of the 20th conference on Uncertainty in artificial intelligence (UAI-04), 2004, 130–137 more…
- Surface volumes of rounding polytopes. Linear Algebra and its Applications 378, 2004, 71-91 more… Full text ( DOI )
- Seat allocation distributions and seat biases of stationary apportionment methods for proportional representation. Metrika 60 (2), 2004, 191-202 more… Full text ( DOI )
- Simulation of Aphasic Naming Performance in Non-Brain-Damaged Adults. Journal of Speech, Language, and Hearing Research 47 (3), 2004, 610-623 more… Full text ( DOI )
2003
- A Markov Chain Model of Tornadic Activity. Monthly Weather Review 131 (12), 2003, 2941-2953 more… Full text ( DOI )
- A New Algorithm for Maximum Likelihood Estimation in Gaussian Graphical Models for Marginal Independence. Proceedings of the 19th Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-03), 2003, 184-191 more…
- Seat biases of apportionment methods for proportional representation. Electoral Studies 22 (4), 2003, 651-676 more… Full text ( DOI )
