U-Statistics, Mm-Estimators and Resampling: 75 (Texts and Readings in Mathematics)

Book Details:

• Book Title: Statistical Estimators and Their Asymptotic Properties

• Author: Snigdhansu Chatterjee

• Publisher: Springer

• Language: English

• ISBN: 9789386279712

• Pages: 174

• Binding: Hardcover

• Edition: 1st ed. 2018

• Release Date: 11-09-2018

• Package Dimensions: 9.4 x 6.5 x 0.7 inches

About the Book:

Statistical Estimators and Their Asymptotic Properties is an introductory text aimed at providing a comprehensive understanding of a broad class of statistical estimators, particularly those that minimize convex functions. The book delves into the fundamentals of U-statistics and Mm-estimators, offering a detailed exploration of their asymptotic properties.

This text also introduces resampling techniques in the context of these estimators, enabling readers to gain a well-rounded understanding of their practical application. The final chapter focuses on the practical implementation of the discussed methods using R, a free software tool widely used for statistical analysis. This book is ideal for students and practitioners of statistics and data science, particularly those looking to deepen their understanding of estimator theory and its applications.

Key Features:

• Introduction to U-statistics and Mm-estimators with a focus on their asymptotic properties.

• Covers resampling techniques relevant to statistical estimation.

• Practical implementation of methods using R software.

• Ideal for students and researchers in statistics, data science, and related fields.