Non-Asymptotic Analysis of Approximations for Multivariate Statistics (eBook, PDF)

Non-Asymptotic Analysis of Approximations for Multivariate Statistics (eBook, PDF)

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This book presents recent non-asymptotic results for approximations in multivariate statistical analysis. The book is unique in its focus on results with the correct error structure for all the parameters involved. Firstly, it discusses the computable error bounds on correlation coefficients, MANOVA tests and discriminant functions studied in recent papers. It then introduces new areas of research in high-dimensional approximations for bootstrap procedures, Cornish-Fisher expansions, power-divergence statistics and approximations of statistics based on observations with random sample size. Las...

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