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Research
  1. Queen Mary University of London
  2. Research
  3. Publications

Publications: DR Ken Kitson

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Constantinou AC, Higgins N, Kitson NK ( 2026 ) . Decoding the mechanisms of the Hattrick football manager game using Bayesian network structure learning . Entertainment Computing vol. 57 ,
Kitson NK, Constantinou AC ( 2025 ) . Stable structure learning with HC-Stable and Tabu-Stable algorithms . International Journal of Approximate Reasoning vol. 186 ,
Kitson NK ( 2025 ) . Causal discovery using dynamically requested knowledge . Knowledge-Based Systems vol. 314 ,
Constantinou AC, Kitson NK, Zanga A ( 2025 ) . Using GPT-4 to guide causal machine learning . Expert Systems with Applications vol. 268 ,
Petrungaro B, Kitson NK, Constantinou AC ( 2025 ) . Investigating potential causes of Sepsis with Bayesian network structure learning . Applied Intelligence vol. 55 , ( 7 )
Kitson NEVILLE, Constantinou A ( 2024 ) . Eliminating Variable Order Instability in Greedy Score-Based Structure Learning . Proceedings of Machine Learning Research . Conference: Probabilistic Graphical Models ( The Netherlands )
Petrungaro B, Kitson NK, Constantinou AC ( 2024 ) . Investigating potential causes of Sepsis with Bayesian network structure learning .
Kitson NK, Constantinou AC ( 2024 ) . The impact of variable ordering on Bayesian network structure learning . Data Mining and Knowledge Discovery vol. 38 , ( 4 ) 2545 - 2569 .
Constantinou A, Kitson NK, Liu Y, Chobtham K, Amirkhizi AH, Nanavati PA, Mbuvha R, Petrungaro B ( 2023 ) . Open problems in causal structure learning: A case study of COVID-19 in the UK . Expert Systems with Applications vol. 234 ,
Kitson NK, Constantinou AC ( 2023 ) . Causal discovery using dynamically requested knowledge .
Constantinou AC, Guo Z, Kitson NK ( 2023 ) . The impact of prior knowledge on causal structure learning . Knowledge and Information Systems vol. 65 , ( 8 ) 3385 - 3434 .
Kitson NK, Constantinou AC, Guo Z, Liu Y, Chobtham K ( 2023 ) . A survey of Bayesian Network structure learning . Artificial Intelligence Review vol. 56 , ( 8 ) 8721 - 8814 .
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 vol. 151 , 292 - 321 .
Chobtham K, Constantinou AC, Kitson NK ( 2022 ) . Hybrid Bayesian network discovery with latent variables by scoring multiple interventions . Data Mining and Knowledge Discovery vol. 37 , ( 1 ) 476 - 520 .
Kitson NK, Constantinou AC, Guo Z, Liu Y, Chobtham K ( 2021 ) . A survey of Bayesian Network structure learning .
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. 131 , 151 - 188 .
Kitson NK, Constantinou AC ( 2020 ) . Learning Bayesian networks from demographic and health survey data . Journal of Biomedical Informatics vol. 113 ,
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