Applied survival analysis Using R:
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
[Cham]
Springer
[2016]
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Schriftenreihe: | Use R!
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Schlagworte: | |
Online-Zugang: | BTU01 FHR01 FRO01 TUM01 UBM01 UBT01 UBW01 UEI01 UPA01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online-Ressource (XIV, 226 Seiten, 66 illus., 26 illus. in color) |
ISBN: | 9783319312453 |
ISSN: | 2197-5736 |
DOI: | 10.1007/978-3-319-31245-3 |
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Datensatz im Suchindex
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adam_text | APPLIED SURVIVAL ANALYSIS USING R
/ MOORE, DIRK F.
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
BASIC PRINCIPLES OF SURVIVAL ANALYSIS
NONPARAMETRIC SURVIVAL CURVE ESTIMATION
NONPARAMETRIC COMPARISON OF SURVIVAL DISTRIBUTIONS
REGRESSION ANALYSIS USING THE PROPORTIONAL HAZARDS MODEL
MODEL SELECTION AND INTERPRETATION
MODEL DIAGNOSTICS
TIME DEPENDENT COVARIATES
MULTIPLE SURVIVAL OUTCOMES AND COMPETING RISKS
PARAMETRIC MODELS
SAMPLE SIZE DETERMINATION FOR SURVIVAL STUDIES
ADDITIONAL TOPICS
REFERENCES
APPENDIX A
INDEX
R PACKAGE INDEX
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
APPLIED SURVIVAL ANALYSIS USING R
/ MOORE, DIRK F.
: 2016
ABSTRACT / INHALTSTEXT
APPLIED SURVIVAL ANALYSIS USING R COVERS THE MAIN PRINCIPLES OF SURVIVAL
ANALYSIS, GIVES EXAMPLES OF HOW IT IS APPLIED, AND TEACHES HOW TO PUT
THOSE PRINCIPLES TO USE TO ANALYZE DATA USING R AS A VEHICLE. SURVIVAL
DATA, WHERE THE PRIMARY OUTCOME IS TIME TO A SPECIFIC EVENT, ARISE IN
MANY AREAS OF BIOMEDICAL RESEARCH, INCLUDING CLINICAL TRIALS,
EPIDEMIOLOGICAL STUDIES, AND STUDIES OF ANIMALS. MANY SURVIVAL METHODS
ARE EXTENSIONS OF TECHNIQUES USED IN LINEAR REGRESSION AND CATEGORICAL
DATA, WHILE OTHER ASPECTS OF THIS FIELD ARE UNIQUE TO SURVIVAL DATA.
THIS TEXT EMPLOYS NUMEROUS ACTUAL EXAMPLES TO ILLUSTRATE SURVIVAL CURVE
ESTIMATION, COMPARISON OF SURVIVALS OF DIFFERENT GROUPS, PROPER
ACCOUNTING FOR CENSORING AND TRUNCATION, MODEL VARIABLE SELECTION, AND
RESIDUAL ANALYSIS.BECAUSE EXPLAINING SURVIVAL ANALYSIS REQUIRES MORE
ADVANCED MATHEMATICS THAN MANY OTHER STATISTICAL TOPICS, THIS BOOK IS
ORGANIZED WITH BASIC CONCEPTS AND MOST FREQUENTLY USED PROCEDURES
COVERED IN EARLIER CHAPTERS, WITH MORE ADVANCED TOPICS NEAR THE END AND
IN THE APPENDICES. A BACKGROUND IN BASIC LINEAR REGRESSION AND
CATEGORICAL DATA ANALYSIS, AS WELL AS A BASIC KNOWLEDGE OF CALCULUS AND
THE R SYSTEM, WILL HELP THE READER TO FULLY APPRECIATE THE INFORMATION
PRESENTED. EXAMPLES ARE SIMPLE AND STRAIGHTFORWARD WHILE STILL
ILLUSTRATING KEY POINTS, SHEDDING LIGHT ON THE APPLICATION OF SURVIVAL
ANALYSIS IN A WAY THAT IS USEFUL FOR GRADUATE STUDENTS, RESEARCHERS, AND
PRACTITIONERS IN BIOSTATISTICS.CLEARLY ILLUSTRATES CONCEPTS OF SURVIVAL
ANALYSIS PRINCIPLES AND ANALYZES ACTUAL SURVIVAL DATA USING R, IN
ADDITION TO INCLUDING AN APPENDIX WITH A BASIC INTRODUCTION TO R
ORGANIZED VIA BASIC CONCEPTS AND MOST FREQUENTLY USED PROCEDURES, WITH
ADVANCED TOPICS TOWARD THE END OF THE BOOK AND IN APPENDICES INCLUDES
MULTIPLE ORIGINAL DATA SETS THAT HAVE NOT APPEARED IN OTHER TEXTBOOKS
DIRK F. MOORE IS ASSOCIATE PROFESSOR OF BIOSTATISTICS AT THE RUTGERS
SCHOOL OF PUBLIC HEALTH AND THE RUTGERS CANCER INSTITUTE OF NEW JERSEY.
HE RECEIVED A PH.D. IN BIOSTATISTICS FROM THE UNIVERSITY OF WASHINGTON
IN SEATTLE AND, PRIOR TO JOINING RUTGERS, WAS A FACULTY MEMBER IN THE
STATISTICS DEPARTMENT AT TEMPLE UNIVERSITY. HE HAS PUBLISHED NUMEROUS
PAPERS ON THE THEORY AND APPLICATION OF SURVIVAL ANALYSIS AND OTHER
BIOSTATISTICS METHODS TO CLINICAL TRIALS AND EPIDEMIOLOGY STUDIES
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
author | Moore, Dirk F. |
author_facet | Moore, Dirk F. |
author_role | aut |
author_sort | Moore, Dirk F. |
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discipline | Informatik Mathematik |
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isbn | 9783319312453 |
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spelling | Moore, Dirk F. Verfasser aut Applied survival analysis Using R Dirk F. Moore [Cham] Springer [2016] © 2016 1 Online-Ressource (XIV, 226 Seiten, 66 illus., 26 illus. in color) txt rdacontent c rdamedia cr rdacarrier Use R! 2197-5736 Statistics Epidemiology Biostatistics Statistics for Life Sciences, Medicine, Health Sciences Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd rswk-swf R Programm (DE-588)4705956-4 gnd rswk-swf Epidemiologie (DE-588)4015016-1 gnd rswk-swf Epidemiologie (DE-588)4015016-1 s Biostatistik (DE-588)4729990-3 s R Programm (DE-588)4705956-4 s 1\p DE-604 Erscheint auch als Druckausgabe 978-3-319-31243-9 https://doi.org/10.1007/978-3-319-31245-3 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028994210&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028994210&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Moore, Dirk F. Applied survival analysis Using R Statistics Epidemiology Biostatistics Statistics for Life Sciences, Medicine, Health Sciences Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd R Programm (DE-588)4705956-4 gnd Epidemiologie (DE-588)4015016-1 gnd |
subject_GND | (DE-588)4729990-3 (DE-588)4705956-4 (DE-588)4015016-1 |
title | Applied survival analysis Using R |
title_auth | Applied survival analysis Using R |
title_exact_search | Applied survival analysis Using R |
title_full | Applied survival analysis Using R Dirk F. Moore |
title_fullStr | Applied survival analysis Using R Dirk F. Moore |
title_full_unstemmed | Applied survival analysis Using R Dirk F. Moore |
title_short | Applied survival analysis Using R |
title_sort | applied survival analysis using r |
topic | Statistics Epidemiology Biostatistics Statistics for Life Sciences, Medicine, Health Sciences Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd R Programm (DE-588)4705956-4 gnd Epidemiologie (DE-588)4015016-1 gnd |
topic_facet | Statistics Epidemiology Biostatistics Statistics for Life Sciences, Medicine, Health Sciences Statistical Theory and Methods Statistik Biostatistik R Programm Epidemiologie |
url | https://doi.org/10.1007/978-3-319-31245-3 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028994210&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028994210&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT mooredirkf appliedsurvivalanalysisusingr |