Theory of Nonparametric Tests

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ISBN-13:
9783319763149
Einband:
Book
Erscheinungsdatum:
01.04.2018
Seiten:
128
Autor:
Thorsten Dickhaus
Gewicht:
371 g
Format:
244x159x17 mm
Sprache:
Englisch
Beschreibung:

Provides a cohesive and self-contained introduction to nonparametric statistical testing
Introduction and Examples.- Empirical Measure, Empirical Processes.- Goodness-of-fit Tests.- Rank Tests.- Asymptotics of Linear Resampling Statistics.- Bootstrap Methods for Linear Models.- Projection Tests.- Some Extensions.
This textbook provides a self-contained presentation of the main concepts and methods of nonparametric statistical testing, with a particular focus on the theoretical foundations of goodness-of-fit tests, rank tests, resampling tests, and projection tests. The substitution principle is employed as a unified approach to the nonparametric test problems discussed. In addition to mathematical theory, it also includes numerous examples and computer implementations. The book is intended for advanced undergraduate, graduate, and postdoc students as well as young researchers. Readers should be familiar with the basic concepts of mathematical statistics typically covered in introductory statistics courses.