structure learning

341 papers

Explore in graph

Also known as

SL

Co-occurring keywords

graphical model (863) bayesian network (378) causal discovery (459) directed acyclic graph (242) causal inference (1619) probabilistic modeling (851) probabilistic graphical model (226) gaussian graphical model (106) bayesian inference (1904) markov chain monte carlo (724)

Papers

Structure Learning in Human Sequential Decision-Making NIPS 2008

Configuration Estimates Improve Pedestrian Finding NIPS 2007

Efficient Principled Learning of Thin Junction Trees NIPS 2007

"Ideal Parent” Structure Learning for Continuous Variable Bayesian Networks JMLR 2007

Estimating High-Dimensional Directed Acyclic Graphs with the PC-Algorithm JMLR 2007

Learning annotated hierarchies from relational data NIPS 2006

Efficient Structure Learning of Markov Networks using $L_1$-Regularization NIPS 2006

Learning Factor Graphs in Polynomial Time and Sample Complexity JMLR 2006

A Robust Procedure For Gaussian Graphical Model Search From Microarray Data With p Larger Than n JMLR 2006

High-Dimensional Graphical Model Selection Using $\ell_1$-Regularized Logistic Regression NIPS 2006

Learning Module Networks JMLR 2005

Large-Sample Learning of Bayesian Networks is NP-Hard JMLR 2004

Exact Bayesian Structure Discovery in Bayesian Networks JMLR 2004

On Inclusion-Driven Learning of Bayesian Networks JMLR 2003

Learning Equivalence Classes of Bayesian-Network Structures JMLR 2002

Optimal Structure Identification With Greedy Search JMLR 2002