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Large Sample Techniques for Statistics

Jezik EngleskiEngleski
Knjiga Tvrdi uvez
Knjiga Large Sample Techniques for Statistics Jiming Jiang
Libristo kod: 38447573
Nakladnici Springer Nature Switzerland AG, travanj 2022
This book offers a comprehensive guide to large sample techniques in statistics. With a focus on dev... Cijeli opis
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This book offers a comprehensive guide to large sample techniques in statistics. With a focus on developing analytical skills and understanding motivation, Large Sample Techniques for Statistics begins with fundamental techniques, and connects theory and applications in engaging ways.The first five chapters review some of the basic techniques, such as the fundamental epsilon-delta arguments, Taylor expansion, different types of convergence, and inequalities. The next five chapters discuss limit theorems in specific situations of observational data. Each of the first ten chapters contains at least one section of case study. The last six chapters are devoted to special areas of applications. This new edition introduces a final chapter dedicated to random matrix theory, as well as expanded treatment of inequalities and mixed effects models. The book's case studies and applications-oriented chapters demonstrate how to use methods developed from large sample theory in real world situations. The book is supplemented by a large number of exercises, giving readers opportunity to practice what they have learned. Appendices provide context for matrix algebra and mathematical statistics. The Second Edition seeks to address new challenges in data science.This text is intended for a wide audience, ranging from senior undergraduate students to researchers with doctorates. A first course in mathematical statistics and a course in calculus are prerequisites..

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Informacije o knjizi

Puni naziv Large Sample Techniques for Statistics
Autor Jiming Jiang
Jezik Engleski
Uvez Knjiga - Tvrdi uvez
Datum izdanja 2022
Broj stranica 685
EAN 9783030916947
ISBN 3030916944
Libristo kod 38447573
Nakladnici Springer Nature Switzerland AG
Težina 1186
Dimenzije 242 x 162 x 48

Kategorija

Mathematics & Science > Mathematics > Probability & statistics
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