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Research

Publications: Mr Kiattikun Chobtham

Chobtham K, Constantinou AC, Kitson NK ( 2022 ) . Hybrid Bayesian network discovery with latent variables by scoring multiple interventions . Data Mining and Knowledge Discovery
Constantinou AC, Liu Y, Kitson NK, Chobtham K, Guo Z ( 2022 ) . Effective and efficient structure learning with pruning and model averaging strategies . International Journal of Approximate Reasoning: Uncertainty in Intelligent Systems vol. 151 , 292 - 321 .
Chobtham K, Constantinou AC ( 2022 ) . Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound . Conference: In Proceedings of the 11th International Conference on Probabilistic Graphical Models (PGM-2022)
Constantinou AC, Liu Y, Kitson NK, Chobtham K, Guo Z ( 2021 ) . Effective and efficient structure learning with pruning and model averaging strategies .
Kitson NK, Constantinou AC, Guo Z, Liu Y, Chobtham K ( 2021 ) . A survey of Bayesian Network structure learning . Artificial Intelligence Review
Constantinou AC, Liu Y, Chobtham K, Guo Z, Kitson NK ( 2021 ) . Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data . International Journal of Approximate Reasoning vol. abs/2005.09020 ,
Chobtham K, Constantinou AC ( 2020 ) . Bayesian network structure learning with causal effects in the presence of latent variables .
Constantinou AC, Liu Y, Chobtham K, Guo Z, Kitson NK ( 2020 ) . Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data .
Chobtham K, Surarerks A, Rungsawang A ( 2008 ) . Formalization of link farm structure using graph grammar . Proceedings - International Conference on Advanced Information Networking and Applications, AINA . 904 - 911 .