Concentration Inequalities and Model Selection : Ecole d'Eté de Probabilités de Saint-Flour XXXIII - 2003

Concentration Inequalities and Model Selection Ecole d'Eté de Probabilités de Saint-Flour XXXIII - 2003

Since the impressive works of Talagrand, concentration inequalities have been recognized as fundamental tools in several domains such as geometry of Banach spaces or random combinatorics. They also turn out to be essential tools to develop a non-asymptotic theory in statistics, exactly as the centra...

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Detalles Bibliográficos
Autor principal: Massart, Pascal. author (author)
Autor Corporativo: École d'été de probabilités de Saint-Flour (-)
Otros Autores: Picard, Jean. editor (editor)
Formato: Libro electrónico
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg 2007.
Edición:1st ed. 2007.
Colección:École d'Été de Probabilités de Saint-Flour, 1896
Materias:
Probabilities.
Statistics .
Information theory.
Probability Theory and Stochastic Processes.
Statistical Theory and Methods.
Information and Communication, Circuits.
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009461057506719
Tabla de Contenidos:
  • Exponential and Information Inequalities
  • Gaussian Processes
  • Gaussian Model Selection
  • Concentration Inequalities
  • Maximal Inequalities
  • Density Estimation via Model Selection
  • Statistical Learning.

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