Finding Optimal Bayesian Networks

12 December 2012

Papers citing "Finding Optimal Bayesian Networks"

13 / 13 papers shown

Title
Integrating Probabilistic Trees and Causal Networks for Clinical and Epidemiological Data Sheresh Zahoor Pietro Liò G. Dias Mohammed Hasanuzzaman 39 0 0 28 Jan 2025
Learning bounded-degree polytrees with known skeleton Davin Choo Joy Qiping Yang Arnab Bhattacharyya C. Canonne 18 2 0 10 Oct 2023
Open problems in causal structure learning: A case study of COVID-19 in the UK Anthony C. Constantinou N. K. Kitson Yang Liu Kiattikun Chobtham Arian Hashemzadeh Praharsh Nanavati R. Mbuvha Bruno Petrungaro CML 21 9 0 05 May 2023
Efficient Bayesian network structure learning via local Markov boundary search Ming Gao Bryon Aragam 27 17 0 12 Oct 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 24 181 0 23 Sep 2021
A Ladder of Causal Distances Maxime Peyrard Robert West CML 11 6 0 05 May 2020
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs Muhan Zhang Shali Jiang Zhicheng Cui Roman Garnett Yixin Chen GNN BDL CML 18 196 0 24 Apr 2019
Evaluating Causal Models by Comparing Interventional Distributions Dan Garant David D. Jensen CML 11 11 0 16 Aug 2016
High-dimensional consistency in score-based and hybrid structure learning Preetam Nandy Alain Hauser Marloes H. Maathuis 39 128 0 09 Jul 2015
Selective Greedy Equivalence Search: Finding Optimal Bayesian Networks Using a Polynomial Number of Score Evaluations D. M. Chickering Christopher Meek 33 27 0 06 Jun 2015
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013
Learning Polytrees S. Dasgupta TPM 62 129 0 23 Jan 2013
Bayesian structure learning using dynamic programming and MCMC Daniel Eaton Kevin P. Murphy 35 136 0 20 Jun 2012