Large-scale empirical validation of Bayesian Network structure learning
algorithms with noisy data

Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data

18 May 2020

Anthony C. Constantinou

Yang Liu

Kiattikun Chobtham

Papers citing "Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data"

10 / 10 papers shown

Title
bnRep: A repository of Bayesian networks from the academic literature Manuele Leonelli 16 2 0 27 Sep 2024
Investigating potential causes of Sepsis with Bayesian network structure learning Bruno Petrungaro N. K. Kitson Anthony C. Constantinou CML 49 0 0 13 Jun 2024
$$\texttt{causalAssembly}$: Generating Realistic Production Data for Benchmarking Causal Discovery$ $\texttt{causalAssembly}$ : Generating Realistic Production Data for Benchmarking Causal Discovery Konstantin Göbler Tobias Windisch Mathias Drton T. Pychynski Steffen Sonntag Martin Roth CML 70 9 0 19 Jun 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
A Comprehensively Improved Hybrid Algorithm for Learning Bayesian Networks: Multiple Compound Memory Erasing Baokui Mou BDL 20 1 0 05 Dec 2022
Marrying Fairness and Explainability in Supervised Learning Przemyslaw A. Grabowicz Nicholas Perello Aarshee Mishra FaML 25 43 0 06 Apr 2022
The Dual PC Algorithm and the Role of Gaussianity for Structure Learning of Bayesian Networks Enrico Giudice Jack Kuipers G. Moffa CML 67 5 0 16 Dec 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
Approximate learning of high dimensional Bayesian network structures via pruning of Candidate Parent Sets Zhi-gao Guo Anthony C. Constantinou 14 7 0 08 Jun 2020
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 434 0 20 Feb 2013