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Empirical Likelihood by Art B. Owen, ISBN-13: 978-1584880714
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"Empirical Likelihood" by Art B. Owen explores the concept of empirical likelihood, a nonparametric method of statistical inference that leverages the likelihood principle without assuming underlying parametric distributions. The book delves into the foundations of empirical likelihood, its applications in statistical problems, and provides various examples and algorithms to enhance the reader's understanding. Owen discusses both theoretical aspects and practical implementations, illustrating how empirical likelihood can be used for constructing confidence intervals, hypothesis testing, and estimating parameters in a wide array of statistical contexts. Overall, it serves as a comprehensive resource for statisticians looking to harness empirical likelihood in their analyses.
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Title: Empirical Likelihood
Author: Art B. Owen
ISBN-13: 978-1584880714
Publisher: Chapman and Hall/CRC
Publication Year: 2001
Pages: 325
Language: English
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"Empirical Likelihood" by Art B. Owen provides a comprehensive exploration of the empirical likelihood methodology, blending theoretical insights with practical applications. Owen effectively illustrates the advantages of this approach over traditional likelihood methods, particularly in the context of nonparametric statistics and large sample theory. The book's detailed examples and simulations enhance the reader's understanding, making complex concepts more accessible. By bridging the gap between theory and practice, it serves as a valuable resource for statisticians and researchers looking to apply empirical likelihood in their work, while also offering a solid foundation for future developments in the field.
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