Recursive Partitioning And Applications
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Recursive Partitioning And Applications
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Author : Heping Zhang
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-07-01
Recursive Partitioning And Applications written by Heping Zhang and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-07-01 with Mathematics categories.
Multiple complex pathways, characterized by interrelated events and c- ditions, represent routes to many illnesses, diseases, and ultimately death. Although there are substantial data and plausibility arguments suppo- ing many conditions as contributory components of pathways to illness and disease end points, we have, historically, lacked an e?ective method- ogy for identifying the structure of the full pathways. Regression methods, with strong linearity assumptions and data-basedconstraints onthe extent and order of interaction terms, have traditionally been the strategies of choice for relating outcomes to potentially complex explanatory pathways. However, nonlinear relationships among candidate explanatory variables are a generic feature that must be dealt with in any characterization of how health outcomes come about. It is noteworthy that similar challenges arise from data analyses in Economics, Finance, Engineering, etc. Thus, the purpose of this book is to demonstrate the e?ectiveness of a relatively recently developed methodology—recursive partitioning—as a response to this challenge. We also compare and contrast what is learned via rec- sive partitioning with results obtained on the same data sets using more traditional methods. This serves to highlight exactly where—and for what kinds of questions—recursive partitioning–based strategies have a decisive advantage over classical regression techniques.
Recursive Partitioning And Applications
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Author : Heping Zhang
language : en
Publisher: Springer
Release Date : 2010-07-19
Recursive Partitioning And Applications written by Heping Zhang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-07-19 with Medical categories.
Multiple complex pathways, characterized by interrelated events and c- ditions, represent routes to many illnesses, diseases, and ultimately death. Although there are substantial data and plausibility arguments suppo- ing many conditions as contributory components of pathways to illness and disease end points, we have, historically, lacked an e?ective method- ogy for identifying the structure of the full pathways. Regression methods, with strong linearity assumptions and data-basedconstraints onthe extent and order of interaction terms, have traditionally been the strategies of choice for relating outcomes to potentially complex explanatory pathways. However, nonlinear relationships among candidate explanatory variables are a generic feature that must be dealt with in any characterization of how health outcomes come about. It is noteworthy that similar challenges arise from data analyses in Economics, Finance, Engineering, etc. Thus, the purpose of this book is to demonstrate the e?ectiveness of a relatively recently developed methodology—recursive partitioning—as a response to this challenge. We also compare and contrast what is learned via rec- sive partitioning with results obtained on the same data sets using more traditional methods. This serves to highlight exactly where—and for what kinds of questions—recursive partitioning–based strategies have a decisive advantage over classical regression techniques.
Recursive Partitioning In The Health Sciences
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Author : Heping Zhang
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-03-14
Recursive Partitioning In The Health Sciences written by Heping Zhang and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-03-14 with Science categories.
A demonstration of the recursive partitioning methodology and its effectiveness as a response to the challenge of analysing and interpreting multiple complex pathways to many illnesses, diseases, and ultimately death. For comparison purposes, standard regression methods are presented briefly and then applied in the examples. This book is suitable for three broad groups of readers: biomedical researchers, clinicians, public health practitioners including epidemiologists, health service researchers, and environmental policy advisers; consulting statisticians who can use the recursive partitioning technique as a guide in providing effective and insightful solutions to clients'problems; and statisticians interested in methodological and theoretical issues. The book provides an up-to-date summary of the methodological and theoretical underpinnings of recursive partitioning, as well as a host of unsolved problems the solutions of which would advance the rigorous underpinnings of statistics in general.
The Introduction And Application Of Recursive Partitioning Methods In Organizational Science
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Author :
language : en
Publisher:
Release Date : 2013
The Introduction And Application Of Recursive Partitioning Methods In Organizational Science written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with categories.
Applications Of The Dsd Algorithm With Recursive Partitioning To Nuclear Systems
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Author : Andrei E. Burghelea
language : en
Publisher:
Release Date : 2003
Applications Of The Dsd Algorithm With Recursive Partitioning To Nuclear Systems written by Andrei E. Burghelea and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with categories.
Recursive Partitioning In The Health Sciences
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Author : Heping Zhang
language : en
Publisher:
Release Date : 2014-01-15
Recursive Partitioning In The Health Sciences written by Heping Zhang and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-01-15 with categories.
Introduction To Ind And Recursive Partitioning Version 1 0
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Author : National Aeronautics and Space Administration (NASA)
language : en
Publisher: Createspace Independent Publishing Platform
Release Date : 2018-07-18
Introduction To Ind And Recursive Partitioning Version 1 0 written by National Aeronautics and Space Administration (NASA) and has been published by Createspace Independent Publishing Platform this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-07-18 with categories.
This manual describes the IND package for learning tree classifiers from data. The package is an integrated C and C shell re-implementation of tree learning routines such as CART, C4, and various MDL and Bayesian variations. The package includes routines for experiment control, interactive operation, and analysis of tree building. The manual introduces the system and its many options, gives a basic review of tree learning, contains a guide to the literature and a glossary, lists the manual pages for the routines, and instructions on installation. Buntine, Wray and Caruana, Rich Unspecified Center APPLICATIONS PROGRAMS (COMPUTERS); C (PROGRAMMING LANGUAGE); TREES (MATHEMATICS); USER MANUALS (COMPUTER PROGRAMS); ERROR ANALYSIS; INPUT; INSTALLING; OUTPUT...
Data Analysis And Applications 3
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Author : Andreas Makrides
language : en
Publisher: John Wiley & Sons
Release Date : 2020-03-31
Data Analysis And Applications 3 written by Andreas Makrides and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-31 with Business & Economics categories.
Data analysis as an area of importance has grown exponentially, especially during the past couple of decades. This can be attributed to a rapidly growing computer industry and the wide applicability of computational techniques, in conjunction with new advances of analytic tools. This being the case, the need for literature that addresses this is self-evident. New publications are appearing, covering the need for information from all fields of science and engineering, thanks to the universal relevance of data analysis and statistics packages. This book is a collective work by a number of leading scientists, analysts, engineers, mathematicians and statisticians who have been working at the forefront of data analysis. The chapters included in this volume represent a cross-section of current concerns and research interests in these scientific areas. The material is divided into two parts: Computational Data Analysis, and Classification Data Analysis, with methods for both - providing the reader with both theoretical and applied information on data analysis methods, models and techniques and appropriate applications.
Continuous Time Modeling In The Behavioral And Related Sciences
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Author : Kees van Montfort
language : en
Publisher: Springer
Release Date : 2018-10-11
Continuous Time Modeling In The Behavioral And Related Sciences written by Kees van Montfort and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-10-11 with Medical categories.
This unique book provides an overview of continuous time modeling in the behavioral and related sciences. It argues that the use of discrete time models for processes that are in fact evolving in continuous time produces problems that make their application in practice highly questionable. One main issue is the dependence of discrete time parameter estimates on the chosen time interval, which leads to incomparability of results across different observation intervals. Continuous time modeling by means of differential equations offers a powerful approach for studying dynamic phenomena, yet the use of this approach in the behavioral and related sciences such as psychology, sociology, economics and medicine, is still rare. This is unfortunate, because in these fields often only a few discrete time (sampled) observations are available for analysis (e.g., daily, weekly, yearly, etc.). However, as emphasized by Rex Bergstrom, the pioneer of continuous-time modeling in econometrics, neither human beings nor the economy cease to exist in between observations. In 16 chapters, the book addresses a vast range of topics in continuous time modeling, from approaches that closely mimic traditional linear discrete time models to highly nonlinear state space modeling techniques. Each chapter describes the type of research questions and data that the approach is most suitable for, provides detailed statistical explanations of the models, and includes one or more applied examples. To allow readers to implement the various techniques directly, accompanying computer code is made available online. The book is intended as a reference work for students and scientists working with longitudinal data who have a Master's- or early PhD-level knowledge of statistics.
Introduction To Ind And Recursive Partitioning Version 1 0
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Author :
language : en
Publisher:
Release Date : 1991
Introduction To Ind And Recursive Partitioning Version 1 0 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with categories.