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Statistics

By: Contributor(s): Material type: TextTextPublication details: New York: Cambridge; 2019Description: 762pISBN:
  • 9780521822886 (Hardback)
  • 9780521537452 (Paperback)
Subject(s): Additional physical formats: Print version:: StatisticsDDC classification:
  • 519.5 ABA
Contents:
Probability and distribution theory. Probability -- Random variables, probability distributions, and densities -- Expectations and their generating functions -- Special univariate distributions -- Joint distributions and densities -- Conditioning, dependence, and joint moments -- Functions of random variables -- The multivariate normal and functions thereof -- Estimation and inference. Sample statistics and their distributions -- Asymptotic theory -- Principles of point estimation -- Likelihood, information, and maximum likelihood estimation -- Other methods of estimation -- Tests of hypotheses.
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Includes bibliographical references and index.

Probability and distribution theory. Probability -- Random variables, probability distributions, and densities -- Expectations and their generating functions -- Special univariate distributions -- Joint distributions and densities -- Conditioning, dependence, and joint moments -- Functions of random variables -- The multivariate normal and functions thereof -- Estimation and inference. Sample statistics and their distributions -- Asymptotic theory -- Principles of point estimation -- Likelihood, information, and maximum likelihood estimation -- Other methods of estimation -- Tests of hypotheses.

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