Bayesian network learning with cutting planes

14 February 2012

Papers citing "Bayesian network learning with cutting planes"

27 / 27 papers shown

Title
ExDAG: Exact learning of DAGs Pavel Rytír Ales Wodecki Jakub Marecek CML 41 1 0 21 Jun 2024
Tree Search in DAG Space with Model-based Reinforcement Learning for Causal Discovery Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi CML 39 2 0 20 Oct 2023
Learning Bayesian Networks with Heterogeneous Agronomic Data Sets via Mixed-Effect Models and Hierarchical Clustering Lorenzo Valleggi M. Scutari F. Stefanini 22 2 0 11 Aug 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 29 9 0 05 May 2023
Learning the Finer Things: Bayesian Structure Learning at the Instantiation Level Chase Yakaboski E. Santos 19 2 0 08 Mar 2023
DAG Learning on the Permutahedron Valentina Zantedeschi Luca Franceschi Jean Kaddour Matt J. Kusner Vlad Niculae 27 11 0 27 Jan 2023
Truncated Matrix Power Iteration for Differentiable DAG Learning Zhen Zhang Ignavier Ng Dong Gong Yuhang Liu Ehsan Abbasnejad Mingming Gong Kun Zhang Javen Qinfeng Shi 32 25 0 30 Aug 2022
The tropical geometry of causal inference for extremes N. Tran CML 16 4 0 20 Jul 2022
The Impact of Variable Ordering on Bayesian Network Structure Learning N. K. Kitson Anthony C. Constantinou CML 24 9 0 17 Jun 2022
BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery Chris Cundy Aditya Grover Stefano Ermon CML 40 72 0 06 Dec 2021
Towards Federated Bayesian Network Structure Learning with Continuous Optimization Ignavier Ng Kun Zhang FedML 47 38 0 18 Oct 2021
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families Goutham Rajendran Bohdan Kivva Ming Gao Bryon Aragam 27 17 0 10 Oct 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 24 182 0 23 Sep 2021
DAGs with No Curl: An Efficient DAG Structure Learning Approach Yue Yu Tian Gao Naiyu Yin Q. Ji CML 22 59 0 14 Jun 2021
Towards Scalable Bayesian Learning of Causal DAGs Jussi Viinikka Antti Hyttinen J. Pensar Mikko Koivisto CML 29 34 0 30 Sep 2020
Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data Anthony C. Constantinou Yang Liu Kiattikun Chobtham Zhi-gao Guo N. K. Kitson CML 30 61 0 18 May 2020
On Pruning for Score-Based Bayesian Network Structure Learning Alvaro H. C. Correia James Cussens Cassio de Campos 21 14 0 23 May 2019
DAG-GNN: DAG Structure Learning with Graph Neural Networks Yue Yu Jie Chen Tian Gao Mo Yu BDL CML GNN 19 476 0 22 Apr 2019
Optimization Problems for Machine Learning: A Survey Claudio Gambella Bissan Ghaddar Joe Naoum-Sawaya AI4CE 30 178 0 16 Jan 2019
Who Learns Better Bayesian Network Structures: Accuracy and Speed of Structure Learning Algorithms M. Scutari C. E. Graafland J. Gutiérrez CML 28 53 0 30 May 2018
Learning Bayesian Networks from Big Data with Greedy Search: Computational Complexity and Efficient Implementation M. Scutari C. Vitolo A. Tucker 29 99 0 22 Apr 2018
Efficient Sampling and Structure Learning of Bayesian Networks Jack Kuipers Polina Suter G. Moffa TPM CML 21 69 0 21 Mar 2018
Bayesian Network Structure Learning with Integer Programming: Polytopes, Facets, and Complexity James Cussens Matti Järvisalo Janne H. Korhonen M. Bartlett 34 55 0 13 May 2016
Searching Multiregression Dynamic Models of Resting-State fMRI Networks Using Integer Programming L. Costa Jim Q. Smith Thomas E. Nichols James Cussens E. Duff T. Makin 32 36 0 26 May 2015
Bayesian Network Constraint-Based Structure Learning Algorithms: Parallel and Optimised Implementations in the bnlearn R Package M. Scutari CML 56 164 0 30 Jun 2014
Advances in Bayesian Network Learning using Integer Programming M. Bartlett James Cussens 45 101 0 26 Sep 2013
SparsityBoost: A New Scoring Function for Learning Bayesian Network Structure Eliot Brenner David Sontag 57 41 0 26 Sep 2013