← All authors Anthony C. Constantinou Queen Mary University of London (from arXiv:2603.00041, 2026) · ORCID · OpenAlex
41 papers in scope · 40 published · 1 on the econ.EM arXiv · 1,625 citations · h-index 19 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Susan Athey Guido W. Imbens Stefan Wager Dmitry Arkhangelsky Victor Chernozhukov Pedro H. C. Sant’Anna Davide Viviano David M. Blei Vasilis Syrgkanis David A. Hirshberg Mohsen Bayati Avi Feller Eli Ben-Michael Brantly Callaway Anish Agarwal Jonathan Roth Dennis Shen Bruno Ferman Kaspar Wüthrich Jann Spiess Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (1 of 41)
Decoding the mechanisms of the Hattrick football manager game using Bayesian network structure learning
published 2026 · Entertainment Computing · first circulated 2025
with Nicholas Higgins, Neville K. Kitson
working paper 2026 · arXiv
Federated causal discovery with missing data in a multicentric study on endometrial cancer
published 2025 · Journal of Biomedical Informatics · 3 citations · first circulated 2024
with Alessio Zanga, Alice Bernasconi, Peter Lucas, Johanna M.A. Pijnenborg, Casper Reijnen, Marco Scutari, Zanga Alessio
Stable structure learning with HC-Stable and Tabu-Stable algorithms
published 2025 · International Journal of Approximate Reasoning · 2 citations
with Neville K. Kitson
Investigating potential causes of Sepsis with Bayesian network structure learning
published 2025 · Applied Intelligence · 5 citations · first circulated 2024
Causal discovery using dynamically requested knowledge
published 2025 · Knowledge-Based Systems · 4 citations · first circulated 2023
with Neville K. Kitson, Neville K Kitson
Using GPT-4 to guide causal machine learning
published 2024 · Expert Systems with Applications · 13 citations
with Neville K. Kitson, Alessio Zanga
The impact of variable ordering on Bayesian network structure learning
published 2024 · Data Mining and Knowledge Discovery · 8 citations · first circulated 2022
with Neville K. Kitson, Neville K Kitson
Tuning structure learning algorithms with out-of-sample and resampling strategies
published 2024 · Knowledge and Information Systems · 2 citations · first circulated 2023
with Kiattikun Chobtham
Open problems in causal structure learning: A case study of COVID-19 in the UK
published 2023 · Expert Systems with Applications · 26 citations
STATISTICAL ANALYSIS OF REGIONAL DISTRIBUTION OF FOOTBALL CLUBS IN ENGLISH TOP FLIGHT LEAGUE
published 2023 · Advances and Applications in Statistics
with Hilary I. Okagbue, Tomilayo P. Iyiola, Adedayo F. Adedotun
The impact of prior knowledge on causal structure learning
published 2023 · Knowledge and Information Systems · 39 citations · first circulated 2021
with Zhigao Guo, Neville K. Kitson
A survey of Bayesian Network structure learning
published 2023 · Artificial Intelligence Review · 337 citations · first circulated 2021
with Neville K. Kitson, Zhigao Guo, Yang Liu, Kiattikun Chobtham
Hybrid Bayesian network discovery with latent variables by scoring multiple interventions
published 2022 · Data Mining and Knowledge Discovery · 6 citations · first circulated 2021
with Kiattikun Chobtham, Neville K. Kitson
Effective and efficient structure learning with pruning and model averaging strategies
published 2022 · International Journal of Approximate Reasoning · 26 citations · first circulated 2021
with Yang Liu, Neville K. Kitson, Kiattikun Chobtham, Zhigao Guo
Greedy structure learning from data that contain systematic missing values
published 2022 · Machine Learning · 7 citations · first circulated 2021
with Yang Liu
Investigating the efficiency of the Asian handicap football betting market with ratings and Bayesian networks
published 2021 · Journal of Sports Analytics · 3 citations
Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data
published 2021 · International Journal of Approximate Reasoning · 8 citations · first circulated 2020
with Yang Liu, Kiattikun Chobtham, Zhigao Guo, Neville K. Kitson
Learning Bayesian networks from demographic and health survey data
published 2020 · Journal of Biomedical Informatics · 1 citations
with Neville K. Kitson
The importance of temporal information in Bayesian network structure learning
published 2020 · Expert Systems with Applications · 8 citations
Learning Bayesian Networks with the Saiyan Algorithm
published 2020 · ACM Transactions on Knowledge Discovery from Data · 19 citations
Learning Bayesian Networks That Enable Full Propagation of Evidence
published 2020 · IEEE Access · 2 citations
Dolores: a model that predicts football match outcomes from all over the world
published 2018 · Machine Learning · 81 citations
Things to know about Bayesian Networks: Decisions under Uncertainty, Part 2
published 2018 · Significance · 30 citations
with Norman Fenton
An improved method for solving Hybrid Influence Diagrams
published 2018 · International Journal of Approximate Reasoning · 12 citations
with Barbaros Yet, Martin Neil, Norman Fenton, Eugene Dementiev
Expected Value of Partial Perfect Information in Hybrid Models Using Dynamic Discretization
published 2018 · IEEE Access · 11 citations
with Barbaros Yet, Norman Fenton, Martin Neil
The future of the London Buy-To-Let property market: Simulation with temporal Bayesian Networks
published 2017 · PLoS ONE · 9 citations
with Norman Fenton
Towards smart-data: Improving predictive accuracy in long-term football team performance
published 2017 · Knowledge-Based Systems · 61 citations
with Norman Fenton
WITHDRAWN: Improving predictive accuracy using smart-data: The case of football teams’ evolving performance
published 2017 · Knowledge-Based Systems · 1 citations
with Norman Fenton
How to model mutually exclusive events based on independent causal pathways in Bayesian network models
published 2016 · Knowledge-Based Systems · 29 citations
with Norman Fenton, Martin Neil, David A. Lagnado, William Marsh, Barbaros Yet
A Bayesian network framework for project cost, benefit and risk analysis with an agricultural development case study
published 2016 · Expert Systems with Applications · 126 citations
with Barbaros Yet, Norman Fenton, Martin Neil, Eike Luedeling, Keith Shepherd
Integrating expert knowledge with data in Bayesian networks: Preserving data-driven expectations when the expert variables remain unobserved
published 2016 · Expert Systems with Applications · 104 citations
with Norman Fenton, Martin Neil
From complex questionnaire and interviewing data to intelligent Bayesian network models for medical decision support
published 2016 · Artificial Intelligence in Medicine · 155 citations
with Norman Fenton, William Marsh, Łukasz Radliński
Causal inference for violence risk management and decision support in forensic psychiatry
published 2015 · Decision Support Systems · 37 citations
with Mark Freestone, William Marsh, Jeremy Coid
Value of information analysis for interventional and counterfactual Bayesian networks in forensic medical sciences
published 2015 · Artificial Intelligence in Medicine · 25 citations
with Barbaros Yet, Norman Fenton, Martin Neil, William Marsh
Bayesian networks for unbiased assessment of referee bias in Association Football
published 2014 · Psychology of sport and exercise · 18 citations
with Norman Fenton, Liam Jackson Hunter Pollock
Profiting from arbitrage and odds biases of the European football gambling market
published 2013 · The Journal of Gambling Business and Economics · 35 citations
with Norman Fenton
Profiting from an inefficient association football gambling market: Prediction, risk and uncertainty using Bayesian networks
published 2013 · Knowledge-Based Systems · 71 citations
with Norman Fenton, Martin Neil
Determining the level of ability of football teams by dynamic ratings based on the relative discrepancies in scores between adversaries
published 2013 · Journal of Quantitative Analysis in Sports · 66 citations
with Norman Fenton
pi-football: A Bayesian network model for forecasting Association Football match outcomes
published 2012 · Knowledge-Based Systems · 149 citations
with Norman Fenton, Martin Neil
Solving the Problem of Inadequate Scoring Rules for Assessing Probabilistic Football Forecast Models
published 2012 · Journal of Quantitative Analysis in Sports · 86 citations
with Norman Fenton
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