Dr Matthew Sutton
Dr

Matthew Sutton

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Availability

Dr Matthew Sutton is:
Available for supervision

Qualifications

  • Doctor of Philosophy of Mathematics Statistics, Queensland University of Technology

Search Professor Matthew Sutton’s works on UQ eSpace

12 works between 2014 and 2023
All (12) Journal Article (9) Conference Publication (3)

1 - 12 of 12 works

Featured

2023

Journal Article

Concave-convex PDMP-based sampling

Sutton, Matthew and Fearnhead, Paul (2023). Concave-convex PDMP-based sampling. Journal of Computational and Graphical Statistics, 32 (4), 1425-1435. doi: 10.1080/10618600.2023.2203735

Concave-convex PDMP-based sampling

Featured

2022

Journal Article

Reversible jump PDMP samplers for variable selection

Chevallier, Augustin, Fearnhead, Paul and Sutton, Matthew (2022). Reversible jump PDMP samplers for variable selection. Journal of the American Statistical Association, 118 (544), 2915-2927. doi: 10.1080/01621459.2022.2099402

Reversible jump PDMP samplers for variable selection

Featured

2022

Journal Article

Leveraging pleiotropic association using sparse group variable selection in genomics data

Sutton, Matthew, Sugier, Pierre-Emmanuel, Truong, Therese and Liquet, Benoit (2022). Leveraging pleiotropic association using sparse group variable selection in genomics data. BMC Medical Research Methodology, 22 (1) 9. doi: 10.1186/s12874-021-01491-8

Leveraging pleiotropic association using sparse group variable selection in genomics data

Featured

2022

Conference Publication

Continuously-Tempered PDMP samplers

Sutton, Matthew, Salomone, Robert, Chevallier, Augustin and Fearnhead, Paul (2022). Continuously-Tempered PDMP samplers. 36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, LA United States, 28 November - 9 December 2022.

Continuously-Tempered PDMP samplers

2023

Journal Article

Bayesian detectability of induced polarization in airborne electromagnetic data

Davies, L., Ley-Cooper, A. Y., Sutton, M. and Drovandi, C. (2023). Bayesian detectability of induced polarization in airborne electromagnetic data. Geophysical Journal International, 235 (3), 2499-2523. doi: 10.1093/gji/ggad073

Bayesian detectability of induced polarization in airborne electromagnetic data

2023

Conference Publication

Transport Reversible Jump Proposals

Davies, Laurence, Salomone, Robert, Sutton, Matthew and Drovandi, Christopher (2023). Transport Reversible Jump Proposals. 26th International Conference on Artificial Intelligence and Statistics, Valencia, Spain, 25 - 27 April 2023. United States: ML Research Press.

Transport Reversible Jump Proposals

2019

Journal Article

PLS for Big Data: A unified parallel algorithm for regularised group PLS

Lafaye de Micheaux, Pierre, Liquet, Benoît and Sutton, Matthew (2019). PLS for Big Data: A unified parallel algorithm for regularised group PLS. Statistics Surveys, 13, 119-149. doi: 10.1214/19-ss125

PLS for Big Data: A unified parallel algorithm for regularised group PLS

2018

Journal Article

[HDDA] sparse subspace constrained partial least squares

Sutton, Matthew, Mengersen, Kerrie and Liquet, Benoit (2018). [HDDA] sparse subspace constrained partial least squares. Journal of Statistical Computation and Simulation, 89 (6), 1005-1019. doi: 10.1080/00949655.2018.1555830

[HDDA] sparse subspace constrained partial least squares

2018

Journal Article

Sparse partial least squares with group and subgroup structure

Sutton, Matthew, Thiébaut, Rodolphe and Liquet, Benoît (2018). Sparse partial least squares with group and subgroup structure. Statistics in Medicine, 37 (23), 3338-3356. doi: 10.1002/sim.7821

Sparse partial least squares with group and subgroup structure

2017

Conference Publication

Bayesian Variable Selection Regression of Multivariate Responses for Group Data

Liquet, B., Mengersen, K., Pettitt, A. N. and Sutton, M. (2017). Bayesian Variable Selection Regression of Multivariate Responses for Group Data. World Meeting of the International-Society-for-Bayesian-Analysis (ISBA), Sardinia, Italy, 13-17 June 2016. Durham, NC United States: International Society for Bayesian Analysis. doi: 10.1214/17-ba1081

Bayesian Variable Selection Regression of Multivariate Responses for Group Data

2014

Journal Article

Lambda-fold theta graphs: Metamorphosis into 6-cycles

Billington, Elizabeth J., Khodkar, Abdollah, Petrusma, Dylan and Sutton, Matthew (2014). Lambda-fold theta graphs: Metamorphosis into 6-cycles. AKCE International Journal of Graphs and Combinatorics, 11 (1), 81-94.

Lambda-fold theta graphs: Metamorphosis into 6-cycles

2014

Journal Article

On the metamorphosis of a G-design into a (G - e) -design

Sutton, Matthew William (2014). On the metamorphosis of a G-design into a (G - e) -design. Discrete Mathematics, 318 (1), 71-77. doi: 10.1016/j.disc.2013.11.014

On the metamorphosis of a G-design into a (G - e) -design

Current funding

  • 2025 - 2028
    Scalable Bayesian inference for secure and reliable decision making
    ARC Discovery Early Career Researcher Award
    Open grant

Availability

Dr Matthew Sutton is:
Available for supervision

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Enquiries

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