Articoli correlati a Applied Regularization Methods for the Social Sciences
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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
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Informazioni sull?autore
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.
Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.
- EditoreChapman and Hall/CRC
- Data di pubblicazione2022
- ISBN 10 0367408783
- ISBN 13 9780367408787
- RilegaturaCopertina rigida
- LinguaInglese
- Numero edizione1
- Numero di pagine306
- Contatto del produttorenon disponibile
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Applied Regularization Methods for the Social Sciences (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)
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Chapman and Hall/CRC 2022-03-21, 2022
ISBN 10: 0367408783
ISBN 13: 9780367408787
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Gebunden. Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. 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 psyc. Codice articolo 516872609
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Buch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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 mannerInclusion of regularization-based approaches for a variety of statistical analyses commonly used in the social sciences, including both univariate and multivariate modelsFully developed extended examples using multiple software packages, including R, SAS, and SPSSWebsite containing all datasets and software scripts used in the examplesInclusion of both frequentist and Bayesian regularization approachesApplication exercises for each chapter that instructors could use in class, and independent researchers could use to practice what they have learned from the book 297 pp. Englisch. Codice articolo 9780367408787
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Applied Regularization Methods for the Social Sciences
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Applied Regularization Methods for the Social Sciences
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Chapman and Hall/CRC, 2022
ISBN 10: 0367408783
ISBN 13: 9780367408787
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