Dr Anthony Constantinou

Teaching

Data Analytics (Undergraduate)

This module focuses on the range of approaches, methodologies, techniques and tools for data analysis, and the use of data analysis findings to inform decision-making in an industrial / business context.

Data Analytics (Postgraduate/Undergraduate)

This module focuses on the range of approaches, methodologies, techniques and tools for data analysis, and the use of data analysis findings to inform decision-making in an industrial / business context. It exposes students to a range of industry-standard statistical and data analysis techniques and tools, and fosters awareness of the challenges associated with working with large datasets. The module also covers topics related to the legal, social, ethical and professional issues associated with data storage and analysis. Students will undertake practical work including empirical data analysis and summarisation / presentation of the results to a range of relevant stakeholders.

Research

Research Interests:

Publications

• Fenton N, Neil M, Constantinou A (2020). The Book of Why: The New Science of Cause and Effect, Judea Pearl, Dana Mackenzie, Basic Books (2018). nameOfConference

  
  

  DOI: 10.1016/j.artint.2020.103286

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Constantinou A (2020). Learning Bayesian Networks with the Saiyan algorithm. nameOfConference

  
  

  DOI: 10.1145/3385655

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/64081

  
  

  Citations: 0
• Constantinou A (2020). Asian Handicap football betting with Rating-based Hybrid Bayesian Networks.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Constantinou A (2020). Learning Bayesian Networks that enable full propagation of evidence.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Constantinou AC (2019). Evaluating structure learning algorithms with a balanced scoring function.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Kitson NK, Constantinou AC (2019). Learning Bayesian networks from demographic and health survey data.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Fenton NE, Neil M, Constantinou AC (2019). Simpson's Paradox and the implications for medical trials.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/62666

  
  

  Citations: 0
• CONSTANTINOU AC (2018). Dolores: A model that predicts football match outcomes from all over the world. nameOfConference

  
  

  DOI: 10.1007/s10994-018-5703-7

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/38063

  
  

  Citations: 0
• CONSTANTINOU AC, FENTON N (2018). Things to know about Bayesian networks. nameOfConference

  
  

  DOI: 10.1111/j.1740-9713.2018.01126.x

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/36560

  
  

  Citations: 0
• YET B, NEIL M, FENTON N et al. (2018). An Improved Method for Solving Hybrid Influence Diagrams. nameOfConference

  
  

  DOI: 10.1016/j.ijar.2018.01.006

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/32419

  
  

  Citations: 0
• Yet B, Constantinou A, Fenton N et al. (2018). Expected Value of Partial Perfect Information in Hybrid Models Using Dynamic Discretization. nameOfConference

  
  

  DOI: 10.1109/ACCESS.2018.2799527

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/32418

  
  

  Citations: 1
• CONSTANTINOU AC, Fenton N (2017). The future of the London Buy-To-Let property market: Simulation with temporal Bayesian Networks. nameOfConference

  
  

  DOI: 10.1371/journal.pone.0179297

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/24776

  
  

  Citations: 0
• CONSTANTINOU AC, Fenton NORMAN (2017). Towards Smart-Data: Improving predictive accuracy in long-term football team performance. nameOfConference

  
  

  DOI: 10.1016/j.knosys.2017.03.005

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/22040

  
  

  Citations: 0
• Fenton N, Neil M, Lagnado D et al. (2016). How to model mutually exclusive events based on independent causal pathways in Bayesian network models. nameOfConference

  
  

  DOI: 10.1016/j.knosys.2016.09.012

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/15923

  
  

  Citations: 0
• Yet B, CONSTANTINOU AC, Fenton N et al. (2016). A Bayesian Network Framework for Project Cost, Benefit and Risk Analysis with an Agricultural Development Case Study. nameOfConference

  
  

  DOI: 10.1016/j.eswa.2016.05.005

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/12375

  
  

  Citations: 0
• CONSTANTINOU AC, FENTON N, NEIL M (2016). Integrating expert knowledge with data in Bayesian networks: Preserving data-driven expectations when the expert variables remain unobserved. nameOfConference

  
  

  DOI: 10.1016/j.eswa.2016.02.050

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11586

  
  

  Citations: 0
• Constantinou AC, Fenton N, Marsh W et al. (2016). From complex questionnaire and interviewing data to intelligent Bayesian network models for medical decision support. nameOfConference

  
  

  DOI: 10.1016/j.artmed.2016.01.002

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11587

  
  

  Citations: 62
• Constantinou AC, Fenton NE (2016). Improving Predictive Accuracy Using Smart-Data rather than Big-Data: A Case Study of Soccer Teams' Evolving Performance.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/14960

  
  

  Citations: 0
• Constantinou AC, Freestone M, Marsh W et al. (2015). Risk assessment and risk management of violent re-offending among prisoners. nameOfConference

  
  

  DOI: 10.1016/j.eswa.2015.05.025

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/15804

  
  

  Citations: 0
• CONSTANTINOU AC, Freestone M, Marsh W et al. (2015). Causal inference for violence risk management and decision support in forensic psychiatry. nameOfConference

  
  

  DOI: 10.1016/j.dss.2015.09.006

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10774

  
  

  Citations: 0
• Constantinou AC, Yet B, Fenton N et al. (2015). Value of information analysis for interventional and counterfactual Bayesian networks in forensic medical sciences. nameOfConference

  
  

  DOI: 10.1016/j.artmed.2015.09.002

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10760

  
  

  Citations: 0
• Constantinou AC, Fenton NE, Hunter Pollock LJ (2014). Bayesian networks for unbiased assessment of referee bias in Association Football. nameOfConference

  
  

  DOI: 10.1016/j.psychsport.2014.05.009

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10772

  
  

  Citations: 9
• Constantinou AC, Fenton NE, Neil M (2013). Profiting from an inefficient association football gambling market: Prediction, risk and uncertainty using Bayesian networks. nameOfConference

  
  

  DOI: 10.1016/j.knosys.2013.05.008

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10778

  
  

  Citations: 20
• Constantinou A, FENTON NE (2013). Determining the level of ability of football teams by dynamic ratings based on the relative discrepancies in scores between adversaries. nameOfConference

  
  

  DOI: 10.1515/jqas-2012-0036

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10776

  
  

  Citations: 0
• Constantinou A, Fenton N (2013). PROFITING FROM ARBITRAGE AND ODDS BIASES OF THE EUROPEAN FOOTBALL GAMBLING MARKET. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10781

  
  

  Citations: 0
• Constantinou A, FENTON NE, Neil M (2012). pi-football: A Bayesian network model for forecasting Association Football match outcomes. nameOfConference

  
  

  DOI: 10.1016/j.knosys.2012.07.008

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10780

  
  

  Citations: 0
• Constantinou A, FENTON NE (2012). Solving the problem of inadequate scoring rules for assessing probabilistic football forecasting models. nameOfConference

  
  

  DOI: 10.1515/1559-0410.1418

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/10783

  
  

  Citations: 0