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Bayesian mixtures for large scale inference

Denti, Francesco ; Mira, Antonietta (Dir.)

Thèse de doctorat : Università della Svizzera italiana, 2020 ; 2020ECO001.

Bayesian mixture models are ubiquitous in statistics due to their simplicity and flexibility and can be easily employed in a wide variety of contexts. In this dissertation, we aim at providing a few contributions to current Bayesian data analysis methods, often motivated by research questions from biological applications. In particular, we focus on the development of novel Bayesian mixture...