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Below is a list of my publications in, or submitted to, peer-reviewed journals.
For a full list of my publications, including book chapters, please see my UCD Research Profile.
My Google Scholar profile is available here.

Papers submitted to peer-reviewed journals

  1. Keefe Murphy, Isobel Claire Gormley and Cinzia Viroli. Infinite Mixtures of Infinite Factor Analysers: Nonparametric Model-Based Clustering via Latent Gaussian Models. arXiv. Under revision for Bayesian Analysis.
  2. Adrian O'Hagan, Thomas Brendan Murphy, Isobel Claire Gormley and Luca Scrucca. Estimation of Parameter Uncertainty in Clustering Using a Gaussian Mixture Model Via Jackknife, Bootstrap and Weighted Likelihood Bootstrap. Early draft available on arXiv. Under revision for Computational Statistics.

Publications in peer-reviewed journals

  1. Damien McParland, Catherine M. Phillips, Lorraine Brennan, Helen M. Roche and Isobel Claire Gormley. Clustering high dimensional mixed data to uncover sub-phenotypes: joint analysis of phenotypic and genotypic data. Statistics in Medicine (2017) 36 (28):4548-4569. arXiv. DOI. C code

  2. Damien McParland and Isobel Claire Gormley. (2016) Model Based Clustering for Mixed Data: clustMD. Advances in Data Analysis and Classification (2016) 10: 155. arXiv , DOI , R package clustMD .

  3. Adrian O'Hagan, Thomas Brendan Murphy, Isobel Claire Gormley, Paul D. McNicholas and Dimitris Karlis. (2016) MNIGclust: Clustering Using the Multivariate Normal Inverse Gaussian Distribution. Computational Statistics and Data Analysis 93 (2013) 18-30 url, DOI.

  4. Damien McParland, Isobel Claire Gormley, Tyler H. McCormick, Samuel J.Clark, Chodziwadziwa Whiteson Kabudula and Mark A. Collinson. (2014) Clustering South African Households Based on their Asset Status Using Latent Variable Models. Annals of Applied Statistics. 2014;8(2):747-776. arXiv, DOI, C code.

  5. Gift Nyamundanda, Lorraine Brennan and Isobel Claire Gormley. (2014) A dynamic probabilistic principal components model for the analysis of longitudinal metabolomics data. Journal of the Royal Statistical Society: Series C (Applied Statistics), 63 (5): 763-782 arXiv, DOI, R code.
    *Video of the invited talk I presented on this paper at the 2014 conference of the Royal Statistical Society available here.*

  6. Gift Nyamundanda, Isobel Claire Gormley, Yue Fan, William M Gallagher and Lorraine Brennan. (2013) MetSizeR: selecting the optimal sample size for metabolomic studies using an analysis based approach. BMC Bioinformatics (2013) 14:338 url, DOI, R package MetSizeR.

  7. Adrian O'Hagan, Thomas Brendan Murphy and Isobel Claire Gormley. (2012) Computational Aspects of Fitting Mixture Models via the Expectation-Maximization Algorithm. Computational Statistics and Data Analysis 56 (12):3843-3864 url, DOI.

  8. Gift Nyamundanda, Lorraine Brennan and Isobel Claire Gormley. (2010) Probabilistic principal component analysis for metabolomic data. BMC Bioinformatics (2010) 11:571 url, DOI, R package MetabolAnalyze .

  9. Isobel Claire Gormley and Thomas Brendan Murphy. (2010) A Mixture of Experts Latent Position Cluster Model for Social Network Data. Statistical Methodology, 7 (3) 2010-05, pp.385-405. url , DOI, R package MEclustnet.

  10. Isobel Claire Gormley and Thomas Brendan Murphy. (2009) A grade of membership model for rank data. Bayesian Analysis, 4 (2), 265-295. url, DOI.

  11. Isobel Claire Gormley and Thomas Brendan Murphy. (2008) A mixture of experts model for rank data with applications in election studies. Annals of Applied Statistics, 2 (4): 1452-1477 arXiv, DOI, C code.

  12. Isobel Claire Gormley and Thomas Brendan Murphy. (2008) Exploring Voting Blocs Within the Irish Electorate: A Mixture Modeling Approach. Journal of the American Statistical Association, Applications and Case Studies, 103 (483) url, DOI.

  13. Isobel Claire Gormley and Thomas Brendan Murphy. (2006) Analysis of Irish Third Level College Applications Data. Journal of the Royal Statistical Society: Series A (Statistics in Society), 169: 361-379. url, DOI.


General interest publications.

  • Isobel Claire Gormley. (2016) The science of statistics: its application in sports performance analytics The Engineers Journal, Engineers Ireland. August 9th 2016.

  • Isobel Claire Gormley. (2015) How does Santa organise his list? The Irish Independent, Science of Christmas supplement, December 14th 2015.


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