Format:
Online-Ressource
,
v.: digital
Edition:
2. ed.
Edition:
Online-Ausg. Springer eBook Collection. Mathematics and Statistics
ISBN:
9781441968241
Series Statement:
Springer Series in Statistics
Content:
The routes to many important outcomes including diseases and ultimately death as well as financial credit consist of multiple complex pathways containing interrelated events and conditions. We have historically lacked effective methodologies for identifying these pathways and their non-linear and interacting features. This book focuses on recursive partitioning strategies as a response to the challenge of pathway characterization. A highlight of the second edition is the many worked examples, most of them from epidemiology, bioinformatics, molecular genetics, physiology, social demography, ban
Note:
Description based upon print version of record
,
Recursive Partitioning and Applications; Preface; Contents; 1 Introduction; 2 A Practical Guide to TreeConstruction; 3 Logistic Regression; 4 Classification Trees for a BinaryResponse; 5 Examples Using Tree-Based Analysis; 6 Random and Deterministic Forests; 7 Analysis of Censored Data: Examples; 8 Analysis of Censored Data: Conceptsand Classical Methods; 9 Analysis of Censored Data: Survival Trees and Random Forests; 10 Regression Trees and Adaptive Splinesfor a Continuous Response; 11 Analysis of Longitudinal Data; 12 Analysis of Multiple Discrete Responses; 13 Appendix; References; Index;
Additional Edition:
ISBN 9781441968234
Language:
English
DOI:
10.1007/978-1-4419-6824-1
URL:
Volltext
(lizenzpflichtig)
