عنوان

Analysis of doubly truncated data :

شابک

9789811362415

شابک

9811362416

شابک اشتباه

9789811362408

شابک اشتباه

9811362408

عنوان اصلي

Analysis of doubly truncated data :

نام عام مواد

[Book]

ساير اطلاعات عنواني

an introduction /

نام نخستين پديدآور

Achim Dörre, Takeshi Emura.

محل نشرو پخش و غیره

Singapore :

نام ناشر، پخش کننده و غيره

Springer,

تاریخ نشرو بخش و غیره

[2019]

نام خاص و کميت اثر

1 online resource

عنوان فروست

SpringerBriefs in Statistics, JSS research series in statistics

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Intro; Preface; Acknowledgements; Contents; Abbreviations; Notations; 1 Introduction to Double-Truncation; 1.1 Doubly Truncated Data; 1.2 Probability Models for Double-Truncation; 1.3 Truncation Bias; 1.4 Likelihood-Based Inference Under Double-Truncation; 1.4.1 Random Double-Truncation; 1.4.2 Fixed-Length Double-Truncation; 1.4.3 Maximum Likelihood Estimation; 1.4.4 Other Estimation Methods; 1.5 Relation to Censoring; References; 2 Parametric Estimation Under Exponential Family; 2.1 Introduction; 2.2 Special Exponential Family (SEF); 2.2.1 One-Parameter Models; 2.2.2 Two-Parameter Models

متن يادداشت

2.2.3 Cubic Models2.2.4 More Than Three Parameters; 2.3 Likelihood Function; 2.3.1 One-Parameter Models; 2.3.2 Two-Parameter Models; 2.3.3 Cubic Models; 2.4 The Newton-Raphson Algorithm; 2.4.1 One-Parameter Models; 2.4.2 Two-Parameter Models; 2.4.3 Cubic Models; 2.5 Asymptotic Theory; 2.6 An R Package "double.truncation"; 2.7 Data Analysis; 2.8 Additional Remarks; References; 3 Bayesian Inference for Doubly Truncated Data; 3.1 Introduction; 3.2 Bayesian Inference; 3.3 A Bayesian Model for Double-Truncation; 3.3.1 Birth Process; 3.3.2 Selection Probability

متن يادداشت

3.3.3 Homogeneous and Inhomogeneous Birth Processes3.3.4 Density of Observed Lifetimes; 3.3.5 Likelihood Function; 3.3.6 Identifiability; 3.3.7 Exponential Families as a Special Case; 3.4 Estimation; 3.4.1 Metropolis Algorithm; 3.5 Numerical Suggestions; 3.5.1 Numerical Determination of the Selection Probability; 3.5.2 Tuning the Metropolis Algorithm; 3.6 Application; References; 4 Nonparametric Inference for Double-Truncation; 4.1 Introduction; 4.2 Heuristic Derivation of the NPMLE of f; 4.3 Joint Maximum Likelihood Estimate of f and k; 4.4 Asymptotic Properties and Bootstrap Approximation

متن يادداشت

4.5 ApplicationReferences; 5 Linear Regression Under Random Double-Truncation; 5.1 Introduction; 5.2 Model and Method; 5.3 Properties of the Estimators; 5.4 Application; References; Appendix A Formula of the SE for the NPMLE; Appendix B Score Function and Hessian Matrix in a Two-Parameter Model; Appendix C R Codes for the Analysis of Childhood Cancer Data; Appendix D R Code for Bayesian Analysis of Doubly Truncated Data; Appendix E R Code for Non-parametric Analysis of Doubly Truncated Data; Appendix F R Code for Linear Regression Under Random Double Truncation; Index

بدون عنوان

0

بدون عنوان

8

بدون عنوان

8

بدون عنوان

8

متن يادداشت

This book introduces readers to statistical methodologies used to analyze doubly truncated data. The first book exclusively dedicated to the topic, it provides likelihood-based methods, Bayesian methods, non-parametric methods, and linear regression methods. These procedures can be used to effectively analyze continuous data, especially survival data arising in biostatistics and economics. Because truncation is a phenomenon that is often encountered in non-experimental studies, the methods presented here can be applied to many branches of science. The book provides R codes for most of the statistical methods, to help readers analyze their data. Given its scope, the book is ideally suited as a textbook for students of statistics, mathematics, econometrics, and other fields.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9789811362415

عنوان

Analysis of Doubly Truncated Data : An Introduction.

شماره استاندارد بين المللي کتاب و موسيقي

9789811362408

موضوع مستند نشده

Mathematical statistics.

موضوع مستند نشده

Mathematical statistics.

موضوع مستند نشده

MAT029000

موضوع مستند نشده

PBT

موضوع مستند نشده

PBT

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Dörre, Achim

مستند نام اشخاص تاييد نشده

Emura, Takeshi

تاريخ عمليات

20200823233458.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y