| A survey of Bayesian Network structure learning NK Kitson, AC Constantinou, Z Guo, Y Liu, K Chobtham Artificial Intelligence Review 56 (8), 8721-8814, 2023 | 221 | 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 | 74 | 2021 |
| The impact of prior knowledge on causal structure learning AC Constantinou, Z Guo, NK Kitson Knowledge and Information Systems 65 (8), 3385-3434, 2023 | 34 | 2023 |
| Learning Bayesian networks from demographic and health survey data NK Kitson, AC Constantinou Journal of Biomedical Informatics 113, 103588, 2021 | 28 | 2021 |
| 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 | 20 | 2022 |
| 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 | 19 | 2020 |
| 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 | 14 | 2023 |
| The impact of variable ordering on Bayesian Network Structure Learning NK Kitson, AC Constantinou Data Mining and Knowledge Discovery, 1-25, 2024 | 7 | 2024 |
| 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 | 5 | 2023 |
| A survey of Bayesian Network structure learning. arXiv 2021 NK Kitson, AC Constantinou, Z Guo, Y Liu, K Chobtham arXiv preprint arXiv:2109.11415, 2021 | 5 | 2021 |
| 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 |
| Using GPT-4 to guide causal machine learning AC Constantinou, NK Kitson, A Zanga Expert Systems with Applications 268, 126120, 2025 | | 2025 |
| Eliminating Variable Order Instability in Greedy Score-Based Structure Learning. NK Kitson, AC Constantinou International Conference on Probabilistic Graphical Models, 147-163, 2024 | | 2024 |
| Investigating potential causes of Sepsis with Bayesian network structure learning B Petrungaro, NK Kitson, AC Constantinou arXiv preprint arXiv:2406.09207, 2024 | | 2024 |
| Causal discovery using dynamically requested knowledge NK Kitson, AC Constantinou arXiv preprint arXiv:2310.11154, 2023 | | 2023 |
