A survey of Bayesian Network structure learning NK Kitson, AC Constantinou, Z Guo, Y Liu, K Chobtham Artificial Intelligence Review, 1-94, 2023 | 53 | 2023 |
Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data AC Constantinou, Y Liu, K Chobtham, Z Guo, NK Kitson International Journal of Approximate Reasoning 131, 151-188, 2021 | 52 | 2021 |
The Bayesys data and Bayesian network repository AC Constantinou, Y Liu, K Chobtham, Z Guo, NK Kitson Queen Mary University of London: London, UK, 2020 | 16 | 2020 |
Effective and efficient structure learning with pruning and model averaging strategies AC Constantinou, Y Liu, NK Kitson, K Chobtham, Z Guo International Journal of Approximate Reasoning 151, 292-321, 2022 | 11 | 2022 |
Learning Bayesian networks from demographic and health survey data NK Kitson, AC Constantinou Journal of Biomedical Informatics 113, 103588, 2021 | 11 | 2021 |
The impact of prior knowledge on causal structure learning AC Constantinou, Z Guo, NK Kitson Knowledge and Information Systems, 1-50, 2023 | 10 | 2023 |
Open problems in causal structure learning: A case study of COVID-19 in the UK A Constantinou, NK Kitson, Y Liu, K Chobtham, AH Amirkhizi, ... Expert Systems with Applications 234, 121069, 2023 | 3 | 2023 |
Hybrid Bayesian network discovery with latent variables by scoring multiple interventions K Chobtham, AC Constantinou, NK Kitson Data Mining and Knowledge Discovery 37 (1), 476-520, 2023 | 3 | 2023 |
The impact of variable ordering on Bayesian Network Structure Learning NK Kitson, AC Constantinou arXiv preprint arXiv:2206.08952, 2022 | 3 | 2022 |
Information fusion between knowledge and data in bayesian network structure learning AC Constantinou, Z Guo, NK Kitson arXiv preprint arXiv:2102.00473, 2021 | 3 | 2021 |
Causal discovery using dynamically requested knowledge NK Kitson, AC Constantinou arXiv preprint arXiv:2310.11154, 2023 | | 2023 |
Open problems in causal structure learning: A case study of COVID-19 in the UK (preprint) AC Constantinou, NK Kitson, Y Liu, K Chobtham, A Hashemzadeh, ... | | 2023 |