Melvin L. Moeschberger: Survival Analysis

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Cover: 9780387953991 | Survival Analysis | Techniques for Censored and Truncated Data | Buch

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Sprache: Englisch

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Beschreibung

Applied statisticians in many fields must frequently analyze time to event data. While the statistical tools presented in this book are applicable to data from medicine, biology, public health, epidemiology, engineering, economics, and demography, the focus here is on applications of the techniques to biology and medicine. The analysis of survival experiments is complicated by issues of censoring, where an individual's life length is known to occur only in a certain period of time, and by truncation, where individuals enter the study only if they survive a sufficient length of time or individuals are included in the study only if the event has occurred by a given date. The use of counting process methodology has allowed for substantial advances in the statistical theory to account for censoring and truncation in survival experiments. This book makes these complex methods more accessible to applied researchers without an advanced mathematical background. The authors present the essence of these techniques, as well as classical techniques not based on counting processes, and apply them to data. Practical suggestions for implementing the various methods are set off in a series of Practical Notes at the end of each section. Technical details of the derivation of the techniques are sketched in a series of Technical Notes. This book will be useful for investigators who need to analyze censored or truncated life time data, and as a textbook for a graduate course in survival analysis. The prerequisite is a standard course in statistical methodology.

Zusammenfassung

This text provides an introduction to modern techniques in survival analysis at a level suitable for most researchers. Counting methods have been presented in other books but only at a much higher mathematical level.

Inhaltsverzeichnis

Examples of Survival Data.- Basic Quantities and Models.- Censoring and Truncation.- Nonparametric Estimation of Basic Quantities for Right-Censored and Left-Truncated Data.- Estimation of Basic Quantities for Other Sampling Schemes.- Topics in Univariate Estimation.- Hypothesis Testing.- Semiparametric Proportional Hazards Regression with Fixed Covariates.- Refinements of the Semiparametric Proportional Hazards Model.- Additive Hazard Regression Models.- Regression Diagnostics.- Inference for Parametric Regression Models.- Multivariate Survival Analysis.

Details

Erscheinungsjahr:	2003
Medium:	Buch
Seiten:	556
Reihe:	Statistics for Biology and Health
Inhalt:	xvi 538 S. 105 s/w Illustr. 105 s/w Zeichng.
ISBN-13:	9780387953991
ISBN-10:	038795399X
Sprache:	Englisch
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Moeschberger, Melvin L. Klein, John P.
Auflage:	2nd ed. 2003
Hersteller:	Springer New York Springer US, New York, N.Y. Statistics for Biology and Health
Maße:	286 x 215 x 35 mm
Von/Mit:	Melvin L. Moeschberger (u. a.)
Erscheinungsdatum:	06.02.2003
Gewicht:	1,598 kg

preigu-id: 102558937

Zusammenfassung

Inhaltsverzeichnis

Details

Erscheinungsjahr:	2003
Medium:	Buch
Seiten:	556
Reihe:	Statistics for Biology and Health
Inhalt:	xvi 538 S. 105 s/w Illustr. 105 s/w Zeichng.
ISBN-13:	9780387953991
ISBN-10:	038795399X
Sprache:	Englisch
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Moeschberger, Melvin L. Klein, John P.
Auflage:	2nd ed. 2003
Hersteller:	Springer New York Springer US, New York, N.Y. Statistics for Biology and Health
Maße:	286 x 215 x 35 mm
Von/Mit:	Melvin L. Moeschberger (u. a.)
Erscheinungsdatum:	06.02.2003
Gewicht:	1,598 kg