Mohammad Mamouei
Mohammad Mamouei
Machine Learning Scientist at University of Oxford
Verified email at
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Hi-BEHRT: hierarchical transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records
Y Li, M Mamouei, G Salimi-Khorshidi, S Rao, A Hassaine, D Canoy, ...
IEEE journal of biomedical and health informatics 27 (2), 1106-1117, 2022
COVID-19 trajectories among 57 million adults in England: a cohort study using electronic health records
JH Thygesen, C Tomlinson, S Hollings, MA Mizani, A Handy, A Akbari, ...
The Lancet Digital Health 4 (7), e542-e557, 2022
A framework for user-and system-oriented optimisation of fuel efficiency and traffic flow in adaptive cruise control
M Mamouei, I Kaparias, G Halikias
Transportation Research Part C: Emerging Technologies 92, 27-41, 2018
Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records
Y Li, S Rao, A Hassaine, R Ramakrishnan, D Canoy, G Salimi-Khorshidi, ...
Scientific reports 11 (1), 20685, 2021
An empirical investigation of deviations from the Beer–Lambert law in optical estimation of lactate
M Mamouei, K Budidha, N Baishya, M Qassem, PA Kyriacou
Scientific Reports 11 (1), 13734, 2021
Uncertainty-aware interpretable deep learning for slum mapping and monitoring
T Fisher, H Gibson, Y Liu, M Abdar, M Posa, G Salimi-Khorshidi, ...
Remote Sensing 14 (13), 3072, 2022
Targeted-BEHRT: Deep Learning for Observational Causal Inference on Longitudinal Electronic Health Records
R Shishir, M Mamouei, G Salimi-Khorshidi, Y Li, R Ramakrishnan, ...
IEEE Transactions on Neural Networks and Learning Systems, 1-12, 2022
Identification and quantitative determination of lactate using optical spectroscopy—towards a noninvasive tool for early recognition of sepsis
K Budidha, M Mamouei, N Baishya, M Qassem, P Vadgama, PA Kyriacou
Sensors 20 (18), 5402, 2020
Comparison of wavelength selection methods for in-vitro estimation of lactate: a new unconstrained, genetic algorithm-based wavelength selection
M Mamouei, K Budidha, N Baishya, M Qassem, P Kyriacou
Scientific Reports 10 (1), 16905, 2020
An interpretable machine learning framework for measuring urban perceptions from panoramic street view images
Y Liu, M Chen, M Wang, J Huang, F Thomas, K Rahimi, M Mamouei
Iscience 26 (3), 2023
Design and analysis of a continuous and non-invasive multi-wavelength optical sensor for measurement of dermal water content
M Mamouei, S Chatterjee, M Razban, M Qassem, PA Kyriacou
Sensors 21 (6), 2162, 2021
Road traffic noise and incidence of primary hypertension: a prospective analysis in UK Biobank
J Huang, T Yang, J Gulliver, AL Hansell, M Mamouei, YS Cai, K Rahimi
JACC: Advances 2 (2), 100262, 2023
Validation of risk prediction models applied to longitudinal electronic health record data for the prediction of major cardiovascular events in the presence of data shifts
Y Li, G Salimi-Khorshidi, S Rao, D Canoy, A Hassaine, T Lukasiewicz, ...
European Heart Journal-Digital Health 3 (4), 535-547, 2022
Ambient air pollution and respiratory health in sub-Saharan African children: A cross-sectional analysis
YS Cai, H Gibson, R Ramakrishnan, M Mamouei, K Rahimi
International journal of environmental research and public health 18 (18), 9729, 2021
Investigations into the effects of pH on quantitative measurements of lactate in biological media using ATR-FTIR spectroscopy
N Baishya, M Mamouei, K Budidha, M Qassem, P Vadgama, PA Kyriacou
Molecules 25 (16), 3695, 2020
Comparison of pulse rate variability and morphological features of photoplethysmograms in estimation of blood pressure
E Mejía-Mejía, K Budidha, PA Kyriacou, M Mamouei
Biomedical Signal Processing and Control 78, 103968, 2022
Near infrared spectrometric investigation of lactate in a varying pH buffer
N Baishya, M Mamouei, K Budidha, M Qassem, P Vadgama, P Kyriacou
Journal of Near Infrared Spectroscopy, 2020
Transfer learning in electronic health records through clinical concept embedding
JRA Solares, Y Zhu, A Hassaine, S Rao, Y Li, M Mamouei, D Canoy, ...
arXiv preprint arXiv:2107.12919, 2021
Binarized multi-gate mixture of Bayesian experts for cardiac syndrome X diagnosis: A clinician-in-the-loop scenario with a belief-uncertainty fusion paradigm
M Abdar, A Mehrzadi, M Goudarzi, F Masoudkabir, L Rundo, M Mamouei, ...
Information Fusion 97, 101813, 2023
Systolic blood pressure and cardiovascular risk in patients with diabetes: a prospective cohort study
S Rao, Y Li, M Nazarzadeh, D Canoy, M Mamouei, A Hassaine, ...
Hypertension 80 (3), 598-607, 2023
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