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Ding, Kai

Adaptive Regression for Modeling Nonlinear Relationships

Ding, Kai - Adaptive Regression for Modeling Nonlinear Relationships, ebook

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ISBN: 9783319339467
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Table of contents

1. Introduction
George J. Knafl, Kai Ding

Part I. Adaptive Regression Modeling

2. Adaptive Regression Modeling of Univariate Continuous Outcomes
George J. Knafl, Kai Ding

3. Adaptive Regression Modeling of Univariate Continuous Outcomes in SAS
George J. Knafl, Kai Ding

4. Adaptive Regression Modeling of Multivariate Continuous Outcomes
George J. Knafl, Kai Ding

5. Adaptive Regression Modeling of Multivariate Continuous Outcomes in SAS
George J. Knafl, Kai Ding

6. Adaptive Transformation of Positive Valued Continuous Outcomes
George J. Knafl, Kai Ding

7. Adaptive Transformation of Positive Valued Continuous Outcomes in SAS
George J. Knafl, Kai Ding

Part II. Adaptive Logistic Regression Modeling

8. Adaptive Logistic Regression Modeling of Univariate Dichotomous and Polytomous Outcomes
George J. Knafl, Kai Ding

9. Adaptive Logistic Regression Modeling of Univariate Dichotomous and Polytomous Outcomes in SAS
George J. Knafl, Kai Ding

10. Adaptive Logistic Regression Modeling of Multivariate Dichotomous and Polytomous Outcomes
George J. Knafl, Kai Ding

11. Adaptive Logistic Regression Modeling of Multivariate Dichotomous and Polytomous Outcomes in SAS
George J. Knafl, Kai Ding

Part III. Adaptive Poisson Regression Modeling

12. Adaptive Poisson Regression Modeling of Univariate Count Outcomes
George J. Knafl, Kai Ding

13. Adaptive Poisson Regression Modeling of Univariate Count Outcomes in SAS
George J. Knafl, Kai Ding

14. Adaptive Poisson Regression Modeling of Multivariate Count Outcomes
George J. Knafl, Kai Ding

15. Adaptive Poisson Regression Modeling of Multivariate Count Outcomes in SAS
George J. Knafl, Kai Ding

Part IV. Alternative Nonparametric Regression Modeling

16. Generalized Additive Modeling
George J. Knafl, Kai Ding

17. Generalized Additive Modeling in SAS
George J. Knafl, Kai Ding

18. Multivariate Adaptive Regression Spline Modeling
George J. Knafl, Kai Ding

19. Multivariate Adaptive Regression Spline Modeling in SAS
George J. Knafl, Kai Ding

Part V. The Adaptive Regression Modeling Process

20. Adaptive Regression Modeling Formulation
George J. Knafl, Kai Ding

Keywords: Statistics, Statistics for Life Sciences, Medicine, Health Sciences, Statistical Theory and Methods, Biostatistics

Author(s)
 
Publisher
Springer
Publication year
2016
Language
en
Edition
1
Series
Statistics for Biology and Health
Page amount
25 pages
Category
Natural Sciences
Format
Ebook
eISBN (PDF)
9783319339467
Printed ISBN
978-3-319-33944-3

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