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  "Title": "Clustering in Longitudinal Networks",
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  "Authors@R": "c(\nperson('Daphné', 'Giorgi', role = c('aut', 'cre'),\nemail = 'daphne.giorgi@sorbonne-universite.fr'),\nperson('Catherine', 'Matias', role = 'aut',\nemail = 'catherine.matias@math.cnrs.fr'),\nperson('Tabea', 'Rebafka', role = 'aut',\nemail = 'tabea.rebafka1@agroparistech.fr'),\nperson('Fanny', 'Villers', role = 'aut',\nemail = 'fanny.villers@sorbonne-universite.fr')\n)",
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  "Description": "Stochastic block model used for dynamic graphs represented\nby Poisson processes. To model recurrent interaction events in\ncontinuous time, an extension of the stochastic block model is\nproposed where every individual belongs to a latent group and\ninteractions between two individuals follow a conditional\ninhomogeneous Poisson process with intensity driven by the\nindividuals’ latent groups. The model is shown to be\nidentifiable and its estimation is based on a semiparametric\nvariational expectation-maximization algorithm. Two versions of\nthe method are developed, using either a nonparametric\nhistogram approach (with an adaptive choice of the partition\nsize) or kernel intensity estimators. The number of latent\ngroups can be selected by an integrated classification\nlikelihood criterion. Y. Baraud and L. Birgé (2009).\n<doi:10.1007/s00440-007-0126-6>. C. Biernacki, G. Celeux and G.\nGovaert (2000). <doi:10.1109/34.865189>. M. Corneli, P.\nLatouche and F. Rossi (2016).\n<doi:10.1016/j.neucom.2016.02.031>. J.-J. Daudin, F. Picard and\nS. Robin (2008). <doi:10.1007/s11222-007-9046-7>. A. P.\nDempster, N. M. Laird and D. B. Rubin (1977).\n<http://www.jstor.org/stable/2984875>. G. Grégoire (1993).\n<http://www.jstor.org/stable/4616289>. L. Hubert and P. Arabie\n(1985). <doi:10.1007/BF01908075>. M. Jordan, Z. Ghahramani, T.\nJaakkola and L. Saul (1999). <doi:10.1023/A:1007665907178>. C.\nMatias, T. Rebafka and F. Villers (2018).\n<doi:10.1093/biomet/asy016>. C. Matias and S. Robin (2014).\n<doi:10.1051/proc/201447004>. H. Ramlau-Hansen (1983).\n<doi:10.1214/aos/1176346152>. P. Reynaud-Bouret (2006).\n<doi:10.3150/bj/1155735930>.",
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  "Author": "Daphné Giorgi [aut, cre], Catherine Matias [aut], Tabea Rebafka\n[aut], Fanny Villers [aut]",
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  "Date/Publication": "2025-01-15 21:30:02 UTC",
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