Learning Bayesian Networks through Birkhoff Polytope: A Relaxation Method

4 July 2021

Papers citing "Learning Bayesian Networks through Birkhoff Polytope: A Relaxation Method"

17 / 17 papers shown

Title
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric Xing CML 153 260 0 29 Sep 2019
Optimizing regularized Cholesky score for order-based learning of Bayesian networks Qiaoling Ye Arash A. Amini Qing Zhou BDL CML 44 30 0 28 Apr 2019
DAGs with NO TEARS: Continuous Optimization for Structure Learning Xun Zheng Bryon Aragam Pradeep Ravikumar Eric Xing NoLa CML OffRL 96 941 0 04 Mar 2018
BigVAR: Tools for Modeling Sparse High-Dimensional Multivariate Time Series William B. Nicholson David S. Matteson Jacob Bien 37 19 0 23 Feb 2017
Learning Local Dependence In Ordered Data Guo Yu Jacob Bien 110 34 0 25 Apr 2016
Concave Penalized Estimation of Sparse Gaussian Bayesian Networks Bryon Aragam Qing Zhou CML 112 107 0 04 Jan 2014
High-dimensional learning of linear causal networks via inverse covariance estimation Po-Ling Loh Peter Buhlmann CML 115 189 0 14 Nov 2013
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima Po-Ling Loh Martin J. Wainwright 280 517 0 10 May 2013
Learning Bayesian Networks: The Combination of Knowledge and Statistical Data David Heckerman D. Geiger D. M. Chickering TPM 105 3,981 0 27 Feb 2013
Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks M. Teyssier D. Koller 142 374 0 04 Jul 2012
A simple approach for finding the globally optimal Bayesian network structure T. Silander P. Myllymäki TPM 90 398 0 27 Jun 2012
Advances in exact Bayesian structure discovery in Bayesian networks Mikko Koivisto TPM 60 90 0 27 Jun 2012
Large Vector Auto Regressions Song Song Peter J. Bickel AI4TS 137 183 0 20 Jun 2011
Extended Bayesian Information Criteria for Gaussian Graphical Models Rina Foygel Mathias Drton 167 869 0 30 Nov 2010
Nearly unbiased variable selection under minimax concave penalty Cun-Hui Zhang 332 3,564 0 25 Feb 2010
Penalized Likelihood Methods for Estimation of Sparse High Dimensional Directed Acyclic Graphs Ali Shojaie George Michailidis CML 137 200 0 28 Nov 2009
A path following algorithm for the graph matching problem M. Zaslavskiy Francis R. Bach Jean-Philippe Vert 138 422 0 23 Jan 2008