Personal profile
Research Interests
Flexible statistical modelling
Penalised regression
Neural networks
Random effects
Survival and time-to-event analysis
Reliability theory
Industrial modelling
Teaching Interests
MS6051 Statistical Inference for Data Science (2021 - present)
MS4214 Statistical Inference (2015 - present)
MS4218 Time Series Analysis (2015 - present)
MA4004 Engineering Mathematics 4 (2015 - present)
MA4413 Statistics for Computing (2014 - 2016)
Biography
Dr. Kevin Burke was appointed to a Lectureship in Statistics at the University of Limerick in 2015, and was previously the Director of the Industrial Mathematics Unit from 2016 - 2020.
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Collaborations and top research areas from the last five years
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A General Simulation-Based Optimisation Framework for Multipoint Constant-Stress Accelerated Life Tests
McGrath, O. & Burke, K., Mar 2026, In: Quality and Reliability Engineering International. 42, 2, p. 598-612 15 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Attitude (In)congruence in Group Interactions Predicts Social Identification and Favouritism Behaviour
Smith, E. M., Burke, K., O’Reilly, C., Quayle, M., Muldoon, O. & González, R., 2026, (Accepted/In press) In: Social Psychological and Personality Science.Research output: Contribution to journal › Article › peer-review
Open Access -
Comparison of generalised additive models and neural networks in applications: A systematic review
Doohan, J., Kook, L. & Burke, K., 2026, (Accepted/In press) In: Expert Systems with Applications. 131082.Research output: Contribution to journal › Article › peer-review
Open Access -
A statistical modelling approach to feedforward neural network model selection
McInerney, A. & Burke, K., Aug 2025, In: Statistical Modelling. 25, 4, p. 323-342 20 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Automating mixture model fitting of task durations for process conformance checking
Yang, L., McClean, S., Faddy, M., Donnelly, M., Khan, K. & Burke, K., Sep 2025, In: Data Mining and Knowledge Discovery. 39, 5, 53.Research output: Contribution to journal › Article › peer-review
Open Access