Optimal Bayesian estimators for latent variable cluster models

Article, Preprint English OPEN
Rastelli, Riccardo; Friel, Nial;
(2018)
  • Publisher: Springer US
  • Journal: Statistics and Computing, volume 28, issue 6, pages 1,169-1,186 (issn: 0960-3174)
  • Publisher copyright policies & self-archiving
  • Related identifiers: pmc: PMC6133164, doi: 10.1007/s11222-017-9786-y
  • Subject: Greedy optimisation | Markov chain Monte Carlo | Bayesian clustering, Cluster analysis, Greedy optimisation, Latent variable models, Markov chain Monte Carlo | Statistics - Methodology | Bayesian clustering | Latent variable models | Cluster analysis | Article

In cluster analysis interest lies in probabilistically capturing partitions of individuals, items or observations into groups, such that those belonging to the same group share similar attributes or relational profiles. Bayesian posterior samples for the latent allocati... View more
  • References (41)
    41 references, page 1 of 5

    Barry, D., and J. A. Hartigan. 1992. Product partition models for change point problems. The Annals of Statistics :260-279.

    Benson, A., and N. Friel. 2016. An adaptive mcmc method for multiple changepoint analysis with applications to large datasets. arXiv preprint arXiv:1606.09419.

    Bertoletti, M., N. Friel, and R. Rastelli. 2015. Choosing the number of clusters in a finite mixture model using an exact integrated completed likelihood criterion. METRON :1- 23.

    Besag, J. 1986. On the statistical analysis of dirty pictures. Journal of the Royal Statistical Society. Series B (Methodological):259-302.

    Binder, D. A. 1978. Bayesian cluster analysis. Biometrika 65 (1): 31-38.

    Côme, E., and P. Latouche. 2015. Model selection and clustering in stochastic block models based on the exact integrated complete data likelihood. Statistical Modelling :1471082X15577017.

    Dahl, D. B. 2009. Modal clustering in a class of product partition models. Bayesian Analysis 4 (2): 243-264.

    Favaro, S., and Y. W. Teh. 2013. Mcmc for normalized random measure mixture models. Statistical Science 28 (3): 335-359.

    Friel, N., C. Ryan, and J. Wyse. 2013. Bayesian model selection for the latent position cluster model for social networks. arXiv preprint arXiv:1308.4871.

    Fritsch, A., and K. Ickstadt. 2009. Improved criteria for clustering based on the posterior similarity matrix. Bayesian analysis 4 (2): 367-391.

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