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Handbook of mixed membership models and their applications

In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you how to use these flexible modeling t...

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Detalles Bibliográficos
Autores principales: Airoldi, Edoardo M, Blei, David, Erosheva, Elena A, Fienberg, Stephen E
Lenguaje:eng
Publicado: Taylor and Francis 2014
Materias:
Acceso en línea:http://cds.cern.ch/record/1974849
Descripción
Sumario:In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology.Through examples using real data sets, yo