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From finite sample to asymptotic methods in statistics /

"Exact statistical inference may be employed in diverse fields of science and technology. As problems become more complex and sample sizes become larger, mathematical and computational difficulties can arise that require the use of approximate statistical methods. Such methods are justified by...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Sen, Pranab Kumar, 1937-
Otros Autores: Singer, Julio da Motta, 1950-, Lima, Antonio C. Pedroso de, 1961-
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cambridge ; New York : Cambridge University Press, ©2010.
Colección:Cambridge series on statistical and probabilistic mathematics.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Motivation and basic tools
  • Estimation theory
  • Hypothesis testing
  • Elements of statistical decision theory
  • Stochastic processes: an overview
  • Stochastic convergence and probability inequalities
  • Asymptotic distributions
  • Asymptotic behavior of estimators and tests
  • Categorical data models
  • Regression models
  • Weak convergence and Gaussian processes.