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2023 Journal Article Concave-convex PDMP-based samplingSutton, 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 |
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2023 Conference Publication Transport Reversible Jump ProposalsDavies, 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. |
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2022 Journal Article Reversible jump PDMP samplers for variable selectionChevallier, 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 |
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2022 Journal Article Leveraging pleiotropic association using sparse group variable selection in genomics dataSutton, 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 |
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2022 Conference Publication Continuously-Tempered PDMP samplersSutton, 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. |
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2017 Journal Article Bayesian variable selection regression of multivariate responses for group dataLiquet, Benoit, Mengersen, Kerrie L., Pettitt, Anthony N. and Sutton, Matthew (2017). Bayesian variable selection regression of multivariate responses for group data. Bayesian Analysis, 12 (4), 1039-1067. doi: 10.1214/17-ba1081 |
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2025 Journal Article Debiasing piecewise deterministic Markov process samplers using couplingsCorenflos, Adrien, Sutton, Matthew and Chopin, Nicolas (2025). Debiasing piecewise deterministic Markov process samplers using couplings. Scandinavian Journal of Statistics, 52 (4), 1932-1974. doi: 10.1111/sjos.70015 |
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2025 Conference Publication The polynomial Stein discrepancy for assessing moment convergenceSrinivasan, Narayan, Sutton, Matthew, Drovandi, Christopher and South, Leah F. (2025). The polynomial Stein discrepancy for assessing moment convergence. International Conference on Machine Learning (ICML 2025), Vancouver, Canada, 13–19 July 2025. San Diego, CA, United States: ICML. |
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2023 Journal Article Bayesian detectability of induced polarization in airborne electromagnetic dataDavies, 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 |
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2020 Book Chapter Bayesian variable selectionSutton, Matthew (2020). Bayesian variable selection. Case studies in applied Bayesian data science: CIRM Jean-Morlet Chair, Fall 2018. (pp. 121-135) edited by Kerrie L. Mengersen, Pierre Pudlo and Christian P. Robert. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-42553-1_5 |
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2019 Journal Article PLS for Big Data: A unified parallel algorithm for regularised group PLSLafaye 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 |
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2018 Journal Article [HDDA] sparse subspace constrained partial least squaresSutton, 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 |
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2018 Journal Article Sparse partial least squares with group and subgroup structureSutton, 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 |
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2014 Journal Article Lambda-fold theta graphs: Metamorphosis into 6-cyclesBillington, 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. |
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2014 Journal Article On the metamorphosis of a G-design into a (G - e) -designSutton, 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 |
