2015
1. Tang Y., Browne R.P. and McNicholas P.D. 'Model based clustering of high-dimenional binary data', Computational Statistics &Data Analysis, 86, 84-114
Publications
Preprints
2017
1. Tang Y. and McNicholas, P.D. (2017), ‘Penalized mixture of latent trait models for variable selection in clustered binary data’, arXiv preprint , arXiv:1705.03134.
2. Tang Y., Browne, R.P. and McNicholas, P.D., ‘Asymmetric clustering for ultra high-dimensional data via mixture of joint gener- alized hyperbolic models’, arXiv Preprint, arXiv:1705.03130.
Presentations
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Model-based clustering of CATA data with extreme patterns. 44th Annual Meeting of the Statistical Society of Canada. St. Catharines, Canada. June 2016. Oral.
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The moneyball effect: How statistical analysis can transform the sports industry. 8th International Conference of the ERCIM Working Group on Computing and Statistics. London, UK. December 2015. Oral. Invited.
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A classification of pure malt scotch whiskies. 11th Pangborn Sensory Science Symposium. Gothenburg, Sweden. August 2015. Oral.
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Mixtures of latent trait models with the contaminated Gaussian distribution. Classification Society, 2015, Hamilton Canada. June 2015. Oral.
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A partial membership model for high-dimentional binary data. 7th International Conference of the ERCIM Working Group on Computing and Statistics. Pisa, Italy. December 2014. Oral. Invited.
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Mixtures of latent trait models with efficient bounds for the softmax function for high-dimensional categorical data. MBC2: An International Workshop on Model-Based Clustering and Classification. Catania, Italy. September 2014. Oral. Invited.
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Clustering CATA data via a mixture of latent trait models with common slope parameters. An International Conference on Sensory Data Analysis. Chicago, United States. August 2014. Oral.
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Common Factor Mixture Models for Clustering High-Dimensional Binary Data. 6th International Conference of the ERCIM Working Group on Computing and Statistics. London, UK. December 2013. Oral. Invited.
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Apply Model-Based Clustering to High-Dimensional Binary Data. 41st Annual Meeting of the Statistical Society of Canada. Edmonton, Canada. May 2013. Poster.
Referee Service
Advances in Data Analysis and Classification
Seminars
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Categorical Data Analysis via Model-Based Clustering. Statistics Seminar. University of Catania. August 2014. Invited
Peer-Reviewed Articles (In Preparation)
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McNicholas, P.D. and Tang, Y., ‘Model-based clustering of big data: A review’. In Preparation.
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Tang Y., Punzo, A. and McNicholas, P.D., ‘Model-based clustering of high-dimensional categorical data with extreme pattens’. In Preparation.