Integer Programming for Learning Directed Acyclic Graphs from Continuous Data

23 April 2019

Papers citing "Integer Programming for Learning Directed Acyclic Graphs from Continuous Data"

23 / 23 papers shown

Title
Integer Programming for Learning Directed Acyclic Graphs from Non-identifiable Gaussian Models Tong Xu Armeen Taeb Simge Kuccukyavuz Ali Shojaie CML 80 1 0 19 Apr 2024
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric Xing CML 150 260 0 29 Sep 2019
On Pruning for Score-Based Bayesian Network Structure Learning Alvaro H. C. Correia James Cussens Cassio de Campos 53 14 0 23 May 2019
On Causal Discovery with Equal Variance Assumption Wenyu Chen Mathias Drton Y Samuel Wang CML 66 85 0 09 Jul 2018
DAGs with NO TEARS: Continuous Optimization for Structure Learning Xun Zheng Bryon Aragam Pradeep Ravikumar Eric Xing NoLa CML OffRL 82 937 0 04 Mar 2018
Bayesian Network Learning via Topological Order Young Woong Park Diego Klabjan TPM 40 29 0 20 Jan 2017
Structure Learning in Graphical Modeling Mathias Drton Marloes H. Maathuis CML 77 249 0 07 Jun 2016
Bayesian Network Structure Learning with Integer Programming: Polytopes, Facets, and Complexity James Cussens Matti Järvisalo Janne H. Korhonen M. Bartlett 58 55 0 13 May 2016
Information-theoretic limits of Bayesian network structure learning Asish Ghoshal Jean Honorio 126 25 0 27 Jan 2016
Best Subset Selection via a Modern Optimization Lens Dimitris Bertsimas Angela King Rahul Mazumder 397 662 0 11 Jul 2015
Exact Estimation of Multiple Directed Acyclic Graphs Chris J. Oates Jim Q. Smith S. Mukherjee James Cussens 45 39 0 04 Apr 2014
Concave Penalized Estimation of Sparse Gaussian Bayesian Networks Bryon Aragam Qing Zhou CML 105 107 0 04 Jan 2014
High-dimensional learning of linear causal networks via inverse covariance estimation Po-Ling Loh Peter Buhlmann CML 110 189 0 14 Nov 2013
Advances in Bayesian Network Learning using Integer Programming M. Bartlett James Cussens 79 101 0 26 Sep 2013
Learning directed acyclic graphs based on sparsest permutations Garvesh Raskutti Caroline Uhler CML 81 37 0 01 Jul 2013
Learning Polytrees S. Dasgupta TPM 107 129 0 23 Jan 2013
A simple approach for finding the globally optimal Bayesian network structure T. Silander P. Myllymäki TPM 87 396 0 27 Jun 2012
Advances in exact Bayesian structure discovery in Bayesian networks Mikko Koivisto TPM 60 89 0 27 Jun 2012
$$\ell_0$-penalized maximum likelihood for sparse directed acyclic graphs$ $\ell_0$ -penalized maximum likelihood for sparse directed acyclic graphs Sara van de Geer Peter Buhlmann CML 137 82 0 24 May 2012
Identifiability of Gaussian structural equation models with equal error variances J. Peters Peter Buhlmann CML 170 336 0 11 May 2012
Exact Structure Discovery in Bayesian Networks with Less Space P. Parviainen Mikko Koivisto 73 69 0 09 May 2012
Bayesian network learning with cutting planes James Cussens 58 257 0 14 Feb 2012
Penalized Likelihood Methods for Estimation of Sparse High Dimensional Directed Acyclic Graphs Ali Shojaie George Michailidis CML 135 200 0 28 Nov 2009