Anthony C. Constantinou

1.7k total citations · 1 hit paper
42 papers, 957 citations indexed

About

Anthony C. Constantinou is a scholar working on Artificial Intelligence, Management Science and Operations Research and Economics and Econometrics. According to data from OpenAlex, Anthony C. Constantinou has authored 42 papers receiving a total of 957 indexed citations (citations by other indexed papers that have themselves been cited), including 32 papers in Artificial Intelligence, 12 papers in Management Science and Operations Research and 12 papers in Economics and Econometrics. Recurrent topics in Anthony C. Constantinou's work include Bayesian Modeling and Causal Inference (28 papers), Sports Analytics and Performance (10 papers) and Data Quality and Management (8 papers). Anthony C. Constantinou is often cited by papers focused on Bayesian Modeling and Causal Inference (28 papers), Sports Analytics and Performance (10 papers) and Data Quality and Management (8 papers). Anthony C. Constantinou collaborates with scholars based in United Kingdom, Türkiye and Kenya. Anthony C. Constantinou's co-authors include Norman Fenton, Martin Neil, William Marsh, Neville K. Kitson, Zhigao Guo, Yang Liu, Łukasz Radliński, Barbaros Yet, Keith Shepherd and Eike Luedeling and has published in prestigious journals such as PLoS ONE, Expert Systems with Applications and IEEE Access.

In The Last Decade

Anthony C. Constantinou

38 papers receiving 916 citations

Hit Papers

align trajectories sort by overperformance

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

A survey of Bayesian Network structure learning

2023 143 citations Neville K. Kitson, Anthony C. Constantinou et al. Artificial Intelligence Review profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Anthony C. Constantinou United Kingdom	16	363	305	167	123	87	42	957
Keying Ye United States	20	158 0.4×	114 0.4×	135 0.8×	53 0.4×	105 1.2×	68	1.2k
Chang-Hwan Choi South Korea	7	164 0.5×	48 0.2×	726 4.3×	10 0.1×	17 0.2×	31	890
Maurizio Vichi Italy	20	412 1.1×	98 0.3×	61 0.4×	4 0.0×	19 0.2×	85	1.5k
Jaime Miranda Chile	14	106 0.3×	138 0.5×	195 1.2×	4 0.0×	68 0.8×	17	872
Catherine Dehon Belgium	14	82 0.2×	112 0.4×	45 0.3×	3 0.0×	122 1.4×	28	1.1k
Michel van de Velden Netherlands	15	114 0.3×	36 0.1×	18 0.1×	14 0.1×	26 0.3×	56	592
Adriano C. M. Pereira Brazil	17	597 1.6×	262 0.9×	634 3.8×	117 1.0×	5 0.1×	116	1.6k
Barry de Ville United States	5	125 0.3×	29 0.1×	24 0.1×	11 0.1×	14 0.2×	8	692
Sándor Bozóki Hungary	16	144 0.4×	148 0.5×	587 3.5×	9 0.1×	24 0.3×	52	903
Daniel T. Larose United States	10	358 1.0×	71 0.2×	58 0.3×	4 0.0×	51 0.6×	14	1.2k

Countries citing papers authored by Anthony C. Constantinou

Since Specialization

Citations

This map shows the geographic impact of Anthony C. Constantinou's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Anthony C. Constantinou with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Anthony C. Constantinou more than expected).

Fields of papers citing papers by Anthony C. Constantinou

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Anthony C. Constantinou. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Anthony C. Constantinou. The network helps show where Anthony C. Constantinou may publish in the future.

Co-authorship network of co-authors of Anthony C. Constantinou

This figure shows the co-authorship network connecting the top 25 collaborators of Anthony C. Constantinou. A scholar is included among the top collaborators of Anthony C. Constantinou based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Anthony C. Constantinou. Anthony C. Constantinou is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

Bernasconi, Alice, Peter Lucas, Johanna M.A. Pijnenborg, et al.. (2025). Federated causal discovery with missing data in a multicentric study on endometrial cancer. Journal of Biomedical Informatics. 169. 104877–104877.

Kitson, Neville K., et al.. (2025). Investigating potential causes of Sepsis with Bayesian network structure learning. Applied Intelligence. 55(7). 3 indexed citations

Constantinou, Anthony C., et al.. (2025). Investigating the validity of structure learning algorithms in identifying risk factors for intervention in patients with diabetes. Knowledge-Based Systems. 329. 114382–114382. 1 indexed citations

Kitson, Neville K. & Anthony C. Constantinou. (2025). Causal discovery using dynamically requested knowledge. Knowledge-Based Systems. 314. 113185–113185.

Constantinou, Anthony C., Fiona O’Halloran, Mairead O’Riordan, et al.. (2025). Causal insights into gestational diabetes mellitus. Frontiers in Endocrinology. 16. 1627919–1627919.

Constantinou, Anthony C., et al.. (2024). Using GPT-4 to guide causal machine learning. Expert Systems with Applications. 268. 126120–126120. 3 indexed citations

Kitson, Neville K. & Anthony C. Constantinou. (2023). The Impact of Variable Ordering on Bayesian Network Structure Learning. SSRN Electronic Journal. 5 indexed citations

Constantinou, Anthony C., Zhigao Guo, & Neville K. Kitson. (2023). The impact of prior knowledge on causal structure learning. Knowledge and Information Systems. 65(8). 3385–3434. 18 indexed citations

Constantinou, Anthony C., et al.. (2023). Open problems in causal structure learning: A case study of COVID-19 in the UK. Expert Systems with Applications. 234. 121069–121069. 11 indexed citations

10.

Kitson, Neville K., et al.. (2023). A survey of Bayesian Network structure learning. Artificial Intelligence Review. 56(8). 8721–8814. 143 indexed citations breakdown →

11.

Constantinou, Anthony C.. (2021). Investigating the efficiency of the Asian handicap football betting market with ratings and Bayesian networks. arXiv (Cornell University). 8(3). 171–193. 1 indexed citations

12.

Fenton, Norman, et al.. (2020). Book review. Artificial Intelligence. 284. 103286–103286. 7 indexed citations

13.

Yet, Barbaros, et al.. (2018). An improved method for solving Hybrid Influence Diagrams. International Journal of Approximate Reasoning. 95. 93–112. 6 indexed citations

14.

Constantinou, Anthony C. & Norman Fenton. (2017). The future of the London Buy-To-Let property market: Simulation with temporal Bayesian Networks. PLoS ONE. 12(6). e0179297–e0179297. 3 indexed citations

15.

Fenton, Norman, Martin Neil, David A. Lagnado, et al.. (2016). How to model mutually exclusive events based on independent causal pathways in Bayesian network models. Knowledge-Based Systems. 113. 39–50. 16 indexed citations

16.

Constantinou, Anthony C., Norman Fenton, William Marsh, & Łukasz Radliński. (2016). From complex questionnaire and interviewing data to intelligent Bayesian network models for medical decision support. Artificial Intelligence in Medicine. 67. 75–93. 105 indexed citations

17.

Constantinou, Anthony C., Barbaros Yet, Norman Fenton, Martin Neil, & William Marsh. (2015). Value of information analysis for interventional and counterfactual Bayesian networks in forensic medical sciences. Artificial Intelligence in Medicine. 66. 41–52. 14 indexed citations

18.

Constantinou, Anthony C. & Norman Fenton. (2013). Determining the level of ability of football teams by dynamic ratings based on the relative discrepancies in scores between adversaries. Journal of Quantitative Analysis in Sports. 9(1). 37–50. 42 indexed citations

19.

Constantinou, Anthony C., Norman Fenton, & Martin Neil. (2013). Profiting from an inefficient association football gambling market: Prediction, risk and uncertainty using Bayesian networks. Knowledge-Based Systems. 50. 60–86. 41 indexed citations

20.

Constantinou, Anthony C. & Norman Fenton. (2012). Solving the Problem of Inadequate Scoring Rules for Assessing Probabilistic Football Forecast Models. Journal of Quantitative Analysis in Sports. 8(1). 47 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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