Applied Regularization Methods for the Social Sciences (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) - Tapa dura

Finch, Holmes

 
9780367408787: Applied Regularization Methods for the Social Sciences (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)
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ISBN 10: 0367408783 ISBN 13: 9780367408787
Editorial: Chapman and Hall/CRC, 2022

Sinopsis

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.

Key Features:

  • Description of regularization methods in a user friendly and easy to read manner
  • Inclusion of regularization-based approaches for a variety of statistical analyses commonly used in the social sciences, including both univariate and multivariate models
  • Fully developed extended examples using multiple software packages, including R, SAS, and SPSS
  • Website containing all datasets and software scripts used in the examples
  • Inclusion of both frequentist and Bayesian regularization approaches
  • Application exercises for each chapter that instructors could use in class, and independent researchers could use to practice what they have learned from the book

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Acerca del autor

Holmes Finch is the George and Frances Ball Distinguished Professor of Educational Psychology at BSU, and a professor of statistics and psychometrics. His research interests include structural equation modeling, item response theory, educational and psychological measurement, multilevel modeling, machine learning, and robust multivariate inference. In addition to conducting research in the field of statistics, he also regularly collaborates with colleagues in fields such as educational psychology, neuropsychology, and exercise physiology.

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Editorial
Chapman and Hall/CRC
Año de publicación
2022
Idioma
Inglés
ISBN 10 
0367408783
ISBN 13 
9780367408787
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
297
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania

Otras ediciones populares con el mismo título

9781032209470: Applied Regularization Methods for the Social Sciences (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)

Edición Destacada

ISBN 10:  103220947X ISBN 13:  9781032209470
Editorial: Chapman and Hall/CRC, 2024
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