Bayesian network structure learning with causal effects in the presence
of latent variables

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Bayesian network structure learning with causal effects in the presence of latent variables

29 May 2020

Kiattikun Chobtham

Anthony C. Constantinou

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Papers citing "Bayesian network structure learning with causal effects in the presence of latent variables"

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Title
Uncovering Bias Mechanisms in Observational Studies Ilker Demirel Zeshan Hussain Piersilvio De Bartolomeis D. Sontag CML 36 0 0 01 Jun 2025
Covariate Dependent Mixture of Bayesian Networks Román Marchant Dario Draca Gilad Francis Sahand Assadzadeh Mathew Varidel Frank Iorfino Sally Cripps CML 83 1 0 10 Jan 2025
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 76 9 0 05 May 2023
Causal Structure Learning: a Combinatorial Perspective C. Squires Caroline Uhler CML 120 47 0 02 Jun 2022
Hybrid Bayesian network discovery with latent variables by scoring multiple interventions Kiattikun Chobtham Anthony C. Constantinou N. K. Kitson BDL 36 3 0 20 Dec 2021
Recursive Causal Structure Learning in the Presence of Latent Variables and Selection Bias S. Akbari Ehsan Mokhtarian AmirEmad Ghassami Negar Kiyavash CML 59 26 0 22 Oct 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 106 198 0 23 Sep 2021
Integer Programming for Causal Structure Learning in the Presence of Latent Variables Rui Chen S. Dash Tian Gao CML 86 15 0 05 Feb 2021
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 73 63 0 18 May 2020
Learning Bayesian Networks that enable full propagation of evidence Anthony C. Constantinou 92 17 0 09 Apr 2020