Seminario de Estadística Matemática 3

El tercer seminario de estadística matemática, que organizamos conjuntamente con UNL, UTdT y UdeSA, estará a cargo de Victor Yohai de la Facultad de Ciencias Exactas y Naturales.

Título: Clustering robusto basado en modelos
Abstract
We propose a class of Fisher-consistent robust estimators for mixture models. These estimators are then used to build a robust model-based clustering procedure. We study in detail the case of multivariate Gaussian mixtures and propose an algorithm, similar to the EM algorithm, to compute the proposed estimators and build the robust clusters. An extensive Monte Carlo simulation study shows that our proposal outperforms other robust and non robust, state of the art, model-based clustering procedures. We apply our proposal to a real data set and show that again it outperforms alternative procedures.

No se requiere inscripción previa. Link a Zoom (contraseña: Fisher)

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