Dr Anthony Constantinou

Senior Lecturer
Head of the MInDS Research Group
School of Electronic Engineering and Computer Science
Queen Mary University of London
Queen Mary University of London
Research
Causal machine learning, Causal discovery, Decision systems, Bayesian networks, Graphical models, Uncertainty quantification
Interests
My research focuses on causal machine learning for intelligent and autonomous decision-making under uncertainty. I collaborate with academics and industry organisations to apply my research across various disciplines including healthcare, military defence, sports, economics, and gaming. I lead the Bayesian AI lab and the broader MInDS research group.Publications of specific relevance to the Centre for Multimodal AI

2024

Constantinou AC, Kitson NK and Zanga A
Expert Systems With Applications, Elsevier
12-12-2024
2023

Constantinou A, Kitson NK, Liu Y, Chobtham K, Amirkhizi AH, Nanavati PA, Mbuvha R and Petrungaro B
Expert Systems With Applications, Elsevier vol. 234
01-08-2023

Constantinou AC, Guo Z and Kitson NK
Knowledge and Information Systems, Springer Nature vol. 65 (8), 3385-3434.
08-04-2023

Liu Y and Constantinou A
International Conference on Learning Representations (ICLR-2023).
08-02-2023

Kitson NK, Constantinou AC, Guo Z, Liu Y and Chobtham K
Artificial Intelligence Review, Springer
17-01-2023
2022

Constantinou AC, Liu Y, Kitson NK, Chobtham K and Guo Z
International Journal of Approximate Reasoning: Uncertainty in Intelligent Systems, Elsevier vol. 151, 292-321.
13-10-2022

Constantinou AC
Journal of Sports Analytics vol. 8 (3), 171-193.
15-09-2022

Liu Y and Constantinou AC
Machine Learning, Springer
10-08-2022
2021

Constantinou AC, Liu Y, Chobtham K, Guo Z and Kitson NK
International Journal of Approximate Reasoning, Elsevier vol. abs/2005.09020
25-01-2021
2020

Kitson NK and Constantinou AC
Journal of Biomedical Informatics, Elsevier
17-11-2020

Guo Z and Constantinou AC
Entropy, Mdpi Ag vol. 22 (10)
10-10-2020

Chobtham K and Constantinou AC
In Proceedings of The 10th International Conference on Probabilistic Graphical Models (Pgm-2020), Aalborg, Denmark
23-09-2020

Constantinou A
Expert Systems With Applications, Elsevier vol. 164
17-08-2020

Constantinou AC
Ieee Access vol. 8, 124845-124856.
08-07-2020
2018

CONSTANTINOU AC
Machine Learning, Springer Verlag
03-05-2018

CONSTANTINOU AC and FENTON N
Significance, Royal Statistical Society
16-04-2018

YET B, NEIL M, FENTON N, CONSTANTINOU AC and DEMENTIEV E
International Journal of Approximate Reasoning, Elsevier
01-04-2018

Yet B, Constantinou A, Fenton N and Neil M
Ieee Access, Institute of Electrical and Electronics Engineers (Ieee) vol. 6, 7802-7817.
01-01-2018
2017

CONSTANTINOU AC and Fenton N
Plos One, Public Library of Science (Plos) vol. 12 (6)
27-06-2017
2016

Coid JW, Ullrich S, Kallis C, Freestone M, Gonzalez R, Bui L, Igoumenou A, Constantinou A, Fenton N, Marsh W, Yang M, DeStavola B, Hu J, Shaw J, Doyle M, Archer-Power L, Davoren M, Osumili B, McCrone P, Barrett K, et al.
Programme Grants For Applied Research vol. 4 (16), 1-408.
01-11-2016

Fenton N, Neil M, Lagnado D, William M, Yet B and CONSTANTINOU AC
Knowledge-Based Systems
17-09-2016

Yet B, CONSTANTINOU AC, Fenton N, Neil M, Luedeling E and Shepherd K
Expert Systems With Applications
04-05-2016

CONSTANTINOU AC, FENTON N and NEIL M
Expert Systems With Applications
18-03-2016

Constantinou AC, Fenton N, Marsh W and Radlinski L
Artificial Intelligence in Medicine, Elsevier vol. 67, 75-93.
16-01-2016
2015

CONSTANTINOU AC, Freestone M, Marsh W and Coid J
Decision Support Systems vol. 80, 42-55.
08-10-2015

Constantinou AC, Yet B, Fenton N, Neil M and Marsh W
Artificial Intelligence in Medicine, Elsevier vol. 66, 41-52.
08-09-2015

Constantinou AC, Freestone M, Marsh W, Fenton NE and Coid J
Expert Systems With Applications vol. 42 (21)
28-05-2015
2014

Constantinou AC, Fenton NE and Pollock LJH
Psychology of Sport and Exercise, Elsevier vol. 15 (5), 538-547.
01-09-2014
2013

Constantinou A and FENTON NE
Journal of Quantitative Analysis in Sports vol. 9 (1), 37-50.
01-01-2013

Constantinou AC, Fenton NE and Neil M
Knowledge-Based Systems vol. 50, 60-86.
01-01-2013
2012

Constantinou A, FENTON NE and Neil M
Knowledge Based Systems, Elsevier vol. 36, 322-339.
01-12-2012

Constantinou A and FENTON NE
Journal of Quantitative Analysis in Sports vol. 8 (1)
12-03-2012
Grants


Anthony Constantinou
£502,080 EPSRC Engineering and Physical Sciences Research Council
01-06-2018 - 31-05-2021