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Number of items: 44.

Burton, Ross J., Raffray, Loïc, Moet, Linda M., Cuff, Simone M. ORCID: https://orcid.org/0000-0002-0546-3579, White, Daniel A., Baker, Sarah E. ORCID: https://orcid.org/0000-0002-7474-9757, Moser, Bernhard ORCID: https://orcid.org/0000-0002-4354-4572, O'Donnell, Valerie B. ORCID: https://orcid.org/0000-0003-4089-8460, Ghazal, Peter ORCID: https://orcid.org/0000-0003-0035-2228, Morgan, Matt P., Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Eberl, Matthias ORCID: https://orcid.org/0000-0002-9390-5348 2024. Conventional and unconventional T cell responses contribute to the prediction of clinical outcome and causative bacterial pathogen in sepsis patients. Clinical & Experimental Immunology 216 (3) , pp. 293-306. 10.1093/cei/uxae019
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Panayides, Michalis and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2024. Least squares minimum class variance support vector machines. Computers 13 (2) , 34. 10.3390/computers13020034
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Virta, Joni and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2023. Poisson PCA for matrix count data. Pattern Recognition 138 , 109401. 10.1016/j.patcog.2023.109401
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Christou, Antonis and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2023. Adaptive L0 Regularization for Sparse Support Vector Regression. Mathematics 11 (13) , 2808. 10.3390/math11132808
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Burton, Ross J., Cuff, Simone M. ORCID: https://orcid.org/0000-0002-0546-3579, Morgan, Matt P., Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Eberl, Matthias ORCID: https://orcid.org/0000-0002-9390-5348 2023. GeoWaVe: Geometric median clustering with weighted voting for ensemble clustering of cytometry data. Bioinformatics 39 (1) , btac751. 10.1093/bioinformatics/btac751
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Guest, Kerry, Whalley, Thomas, Maillard, Jean‐Yves ORCID: https://orcid.org/0000-0002-8617-9288, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090, Szomolay, Barbara ORCID: https://orcid.org/0000-0002-5375-5533 and Webber, Mark A. 2022. Responses of Salmonella biofilms to oxidizing biocides: evidence of spatial clustering. Environmental Microbiology 24 (12) , pp. 6426-6438. 10.1111/1462-2920.16263
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Ponsford, Mark J., Burton, Ross J., Smith, Leitchan, Khan, Palwasha Y., Andrews, Robert, Cuff, Simone ORCID: https://orcid.org/0000-0002-0546-3579, Tan, Laura, Eberl, Matthias ORCID: https://orcid.org/0000-0002-9390-5348, Humphreys, Ian R. ORCID: https://orcid.org/0000-0002-9512-5337, Babolhavaeji, Farbod, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090, Pandey, Manish, Jolles, Stephen R. A. and Underwood, Jonathan ORCID: https://orcid.org/0000-0001-6963-2821 2022. Examining the utility of extended laboratory panel testing in the emergency department for risk stratification of patients with COVID-19: a single-centre retrospective service evaluation. Journal of Clinical Pathology 75 (4) , pp. 255-262. 10.1136/jclinpath-2020-207157
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Pircalabelu, Eugen and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2022. High-dimensional sufficient dimension reduction through principal projections. Electronic Journal of Statistics 16 (1) , pp. 1804-1830. 10.1214/22-EJS1988
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Smallman, Luke and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2022. A literature review of (sparse) exponential family PCA. Journal of Statistical Theory and Practice 16 , 14. 10.1007/s42519-021-00238-4
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Christou, Eliana, Settle, Annabel and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Nonlinear dimension reduction for conditional quantiles. Advances in Data Analysis and Classification 15 , pp. 937-956. 10.1007/s11634-021-00439-6
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Randall, Hayley, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Qiao, Xingye 2021. Sufficient dimension reduction based on distance-weighted discrimination. Scandinavian Journal of Statistics 48 (4) , pp. 1186-1211. 10.1111/sjos.12484
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Pircalabelu, Eugen and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Graph imposed sliced inverse regression. Computational Statistics & Data Analysis 164 , 107302. 10.1016/j.csda.2021.107302
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Ntotsis, Kimon, Karagrigoriou, Alex and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Interdependency pattern recognition in econometrics: a penalized regularization antidote. Econometrics 9 (4) , 44. 10.3390/econometrics9040044
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Burton, Ross J., Ahmed, Raya, Cuff, Simone M. ORCID: https://orcid.org/0000-0002-0546-3579, Baker, Sarah ORCID: https://orcid.org/0000-0002-7474-9757, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Eberl, Matthias ORCID: https://orcid.org/0000-0002-9390-5348 2021. CytoPy: An autonomous cytometry analysis framework. PLoS Computational Biology 17 (6) , e1009071. 10.1371/journal.pcbi.1009071
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Jones, Benjamin ORCID: https://orcid.org/0000-0002-6058-9692 and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Revisiting the predictive potential of Kernel principal components. Statistics and Probability Letters 171 , 109019. 10.1016/j.spl.2020.109019
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090, Dong, Yuexiao and Shin, Seung Jun 2021. Real-time sufficient dimension reduction through principal least squares support vector machines. Pattern Recognition 112 , 107768. 10.1016/j.patcog.2020.107768
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Babos, Stephen and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Cumulative median estimation for sufficient dimension reduction. Stats 4 (1) , pp. 138-145. 10.3390/stats4010011
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2021. Using mutual information to measure the predictive power of principal components. Li, Bing and Bura, Efstathia, eds. Festschrift to Dennis Cook, Springer,

Smallman, Luke ORCID: https://orcid.org/0000-0002-4114-310X, Underwood, Will and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2020. Simple Poisson PCA: An algorithm for (sparse) feature extraction with simultaneous dimension determination. Computational Statistics 35 , pp. 559-577. 10.1007/s00180-019-00903-0
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Jones, Benjamin ORCID: https://orcid.org/0000-0002-6058-9692 and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2020. On principal components regression with hilbertian predictors. Annals of the Institute of Statistical Mathematics 72 , pp. 627-644. 10.1007/s10463-018-0702-9
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Babos, Stephen and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2020. Sliced inverse median difference regression. Statistical Methods and Applications 29 , pp. 937-954. 10.1007/s10260-020-00509-7
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Jones, Benjamin ORCID: https://orcid.org/0000-0002-6058-9692, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Li, Bing 2020. On the predictive potential of kernel principal components. Electronic Journal of Statistics 14 (1) , pp. 1-23. 10.1214/19-EJS1655
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Williams, Lowri, Arribas-Ayllon, Michael ORCID: https://orcid.org/0000-0003-2669-2781, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Spasic, Irena ORCID: https://orcid.org/0000-0002-8132-3885 2019. Comparing the utility of different classification schemes for emotive language analysis. Journal of Classification 36 (3) , pp. 619-648. 10.1007/s00357-019-9307-0
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2019. Using adaptively weighted large margin classifiers for robust sufficient dimension reduction. Statistics 53 (5) , pp. 1037-1051. 10.1080/02331888.2019.1636050
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2019. Cost-based reweighting for Principal Lq SVM for sufficient dimension reduction. Journal of Mathematics and Statistics 15 (1) , pp. 218-224. 10.3844/jmssp.2019.218.224
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Spasic, Irena ORCID: https://orcid.org/0000-0002-8132-3885, Owen, David ORCID: https://orcid.org/0000-0002-4028-0591, Knight, Dawn ORCID: https://orcid.org/0000-0002-4745-6502 and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2019. Unsupervised multi-word term recognition in Welsh. Presented at: Celtic Language Technology Workshop 2019, Dublin, Ireland, 19 August 2019. Published in: Lynn, Teresa, Prys, Delyth, Batchelor, Colin and Tyers, Francis eds. Proceedings of the Celtic Language Technology Workshop. European Association for Machine Translation,
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Vivian-Griffiths, Timothy, Baker, Emily, Schmidt, Karl M. ORCID: https://orcid.org/0000-0002-0227-3024, Bracher-Smith, Matthew, Walters, James ORCID: https://orcid.org/0000-0002-6980-4053, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090, Holmans, Peter ORCID: https://orcid.org/0000-0003-0870-9412, O'Donovan, Michael C. ORCID: https://orcid.org/0000-0001-7073-2379, Owen, Michael J. ORCID: https://orcid.org/0000-0003-4798-0862, Pocklington, Andrew ORCID: https://orcid.org/0000-0002-2137-0452 and Escott-Price, Valentina ORCID: https://orcid.org/0000-0003-1784-5483 2019. Predictive modeling of schizophrenia from genomic data: Comparison of polygenic risk score with kernel support vector machines approach. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics 180 (1) , pp. 80-85. 10.1002/ajmg.b.32705
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Morgan, Jennifer ORCID: https://orcid.org/0000-0002-7025-0350, Harper, Paul ORCID: https://orcid.org/0000-0001-7894-4907, Knight, Vincent ORCID: https://orcid.org/0000-0002-4245-0638, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090, Carney, Alexander and Nelson, Andrew ORCID: https://orcid.org/0000-0002-5171-413X 2019. Determining patient outcomes from patient letters: A comparison of text analysis approaches. Journal of the Operational Research Society 70 (9) , pp. 1425-1439. 10.1080/01605682.2018.1506559
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Challoumas, Dimitris and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2018. Predictors of attack performance in high-level male volleyball players. International Journal of Sports Physiology and Performance 13 (9) , pp. 1230-1236. 10.1123/ijspp.2018-0125
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Alothman, Ahmad, Dong, Yuexiao and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2018. On dual model-free variable selection with two groups of variables. Journal of Multivariate Analysis 167 , pp. 366-377. 10.1016/j.jmva.2018.06.003
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Smallman, Luke ORCID: https://orcid.org/0000-0002-4114-310X, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Morgan, Jennifer ORCID: https://orcid.org/0000-0002-7025-0350 2018. Sparse generalised principal component analysis. Pattern Recognition 83 , pp. 443-455. 10.1016/j.patcog.2018.06.014
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Shin, Seung Jun and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2017. Penalized principal logistic regression for sparse sufficient dimension reduction. Computational Statistics & Data Analysis 111 , pp. 48-58. 10.1016/j.csda.2016.12.003
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Challoumas, Dimitris, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Dimitrakakis, Georgios 2017. Dominant vs non-dominant shoulder morphology in volleyball players and associations with shoulder pain and spike speed. Journal of Sports Sciences 35 (1) , pp. 65-73. 10.1080/02640414.2016.1155730
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Smallman, Luke ORCID: https://orcid.org/0000-0002-4114-310X and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2017. A study on imbalance support vector machine algorithms for sufficient dimension reduction. Communications in Statistics - Theory and Methods 46 (6) , pp. 2751-2763. 10.1080/03610926.2015.1048889
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Dong, Yuexiao 2016. Sufficient dimension reduction via principal Lq support vector machine. Electronic Journal of Statistics 10 (1) , pp. 783-805. 10.1214/16-ejs1122
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Tian, Lipu 2015. Using sliced inverse mean difference for sufficient dimension reduction. Statistics and Probability Letters 106 , pp. 184-190. 10.1016/j.spl.2015.07.025
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Drosou, Krystallenia, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Koukouvinos, Christos 2015. A comparative study for the use of large margin classifies on seismic data. Journal of Applied Statistics 42 (1) , pp. 180-201. 10.1080/02664763.2014.938619

Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Shu, Min 2014. A cost based reweighted scheme of Principal Support Vector Machine. Akritas, Michael G., Lahiri, S. N. and Politis, Dimitris N., eds. Topics in Nonparametric Statistics, Springer Proceedings in Mathematics & Statistics, Springer, (10.1007/978-1-4939-0569-0_1)

Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2014. Applications of sufficient dimension reduction algorithms on non-elliptical data. Journal of the Indian Society of Agricultural Statistics 68 (2) , pp. 273-283.

Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Li, Bing 2013. Predictive power of principal components for single-index model and sufficient dimension reduction. Journal of Multivariate Analysis 119 , pp. 176-184. 10.1016/j.jmva.2013.04.015

Srivastava, Soumya K., Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Minerick, Adrienne R. 2011. Direct current insulator-based dielectrophoretic characterization of erythrocytes: ABO-Rh human blood typing. Electrophoresis 32 (18) , pp. 2530-2540. 10.1002/elps.201100089

Li, Bing, Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Li, Lexin 2011. Principal support vector machines for linear and nonlinear sufficient dimension reduction. Annals of Statistics 39 (6) , pp. 3182-3210. 10.1214/11-AOS932
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Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 and Li, Bing 2009. On principal components and regression: a statistical explanation of a natural phenomenon. Statistica Sinica 19 , pp. 1557-1565.

Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2007. Hypothesis testing in frailty models for arbitrarily censored and truncated data. Communications in Dependability and Quality Management 10 (1) , pp. 110-121.

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