1.

Record Nr.

UNINA9910554208403321

Autore

Bittmann Felix

Titolo

Bootstrapping : an integrated approach with Python and Stata / / Felix Bittmann

Pubbl/distr/stampa

Berlin ; ; Boston : , : De Gruyter, , 2021

©2021

ISBN

9783110693348

3-11-069334-8

Descrizione fisica

1 online resource (viii, 120 pages)

Disciplina

005.133

Soggetti

Python (Computer program language)

Computer bootstrapping

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di bibliografia

Includes bibliographical references and index.

Nota di contenuto

Frontmatter -- Contents -- 1 Basic statistical concepts -- 2 Bootstrapping -- 3 Confidence intervals -- 4 Hypothesis testing -- 5 Regression models -- 6 Applied programming examples -- Bibliography

Sommario/riassunto

Bootstrapping is a conceptually simple statistical technique to increase the quality of estimates, conduct robustness checks and compute standard errors for virtually any statistic. This book provides an intelligible and compact introduction for students, scientists and practitioners. It not only gives a clear explanation of the underlying concepts but also demonstrates the application of bootstrapping using Python and Stata.