Status: ausleihbar
Verfasst von: | Finch, W. Holmes [VerfasserIn] |
Titel: | Applied regularization methods for the social sciences |
Verf.angabe: | Holmes Finch |
Ausgabe: | First edition |
Verlagsort: | Boca Raton |
Verlag: | CRC Press, Taylor & Francis Group |
Jahr: | 2022 |
Umfang: | vii, 297 Seiten |
Illustrationen: | Diagramme |
Gesamttitel/Reihe: | Chapman & Hall/CRC statistics in the social and behavioral sciences |
Fussnoten: | Includes bibliographical references and index |
ISBN: | 978-0-367-40878-7 |
| 978-1-032-20947-0 |
Abstract: | R -- Theoretical underpinnings of regularization methods -- Regularization methods for linear models -- Regularization methods for generalized linear models -- Regularization methods for multivariate linear models -- Regularization methods for cluster analysis and principal components analysis -- Regularization methods for latent variable models -- Regularization methods for multilevel models. |
| "Researchers in the social sciences are faced with complex data sets in which they have relatively small samples and many variables (high dimensional data). Unlike the various technical guides currently on the market, Applied Regularization Methods for the Social Sciences provides and overview of a variety of models alongside clear examples of hands-on application. Each chapter in this book covers a specific application of regularization techniques with a user-friendly technical description, followed by examples that provide a thorough demonstration of the methods in action"-- |
DOI: | doi:10.1201/9780367809645 |
URL: | DOI: https://doi.org/10.1201/9780367809645 |
Schlagwörter: | (s)Empirische Sozialforschung / (s)Explorative Datenanalyse / (s)Statistik |
Sprache: | eng |
Bibliogr. Hinweis: | Erscheint auch als : Online-Ausgabe: Finch, Holmes: Applied regularization methods for the social sciences. - Milton : CRC Press LLC, 2022. - 1 Online-Ressource (307 Seiten) |
K10plus-PPN: | 1784597708 |
978-0-367-40878-7,978-1-032-20947-0
Applied regularization methods for the social sciences / Finch, W. Holmes [VerfasserIn]; 2022
68921601