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Survival and Event History Analysis: A Process Point of View - Odd Aalen
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Survival and Event History Analysis: A Process Point of View - neues Buch

ISBN: 9781441919090

ID: 978144191909

Time-to-event data are ubiquitous in fields such as medicine, biology, demography, sociology, economics and reliability theory. Recently, a need to analyze more complex event histories has emerged. Examples are individuals that move among several states, frailty that makes some units fail before others, internal time-dependent covariates, and the estimation of causal effects from observational data.The aim of this book is to bridge the gap between standard textbook models and a range of models where the dynamic structure of the data manifests itself fully. The common denominator of such models is stochastic processes. The authors show how counting processes, martingales, and stochastic integrals fit very nicely with censored data. Beginning with standard analyses such as Kaplan-Meier plots and Cox regression, the presentation progresses to the additive hazard model and recurrent event data. Stochastic processes are also used as natural models for individual frailty; they allow sensible interpretations of a number of surprising artifacts seen in population data.The stochastic process framework is naturally connected to causality. The authors show how dynamic path analyses can incorporate many modern causality ideas in a framework that takes the time aspect seriously.To make the material accessible to the reader, a large number of practical examples, mainly from medicine, are developed in detail. Stochastic processes are introduced in an intuitive and non-technical manner. The book is aimed at investigators who use event history methods and want a better understanding of the statistical concepts. It is suitable as a textbook for graduate courses in statistics and biostatistics. Odd Aalen, Books, Science and Nature, Survival and Event History Analysis: A Process Point of View Books>Science and Nature, Springer New York

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Survival and Event History Analysis: A Process Point of View - Aalen, Odd / Borgan, Ornulf / Gjessing, Hakon
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Aalen, Odd / Borgan, Ornulf / Gjessing, Hakon:
Survival and Event History Analysis: A Process Point of View - gebrauchtes Buch

ISBN: 9781441919090

ID: 10979408

Time-to-event data are ubiquitous in fields such as medicine, biology, demography, sociology, economics and reliability theory. Recently, a need to analyze more complex event histories has emerged. Examples are individuals that move among several states, frailty that makes some units fail before others, internal time-dependent covariates, and the estimation of causal effects from observational data. The aim of this book is to bridge the gap between standard textbook models and a range of models where the dynamic structure of the data manifests itself fully. The common denominator of such models is stochastic processes. The authors show how counting processes, martingales, and stochastic integrals fit very nicely with censored data. Beginning with standard analyses such as Kaplan-Meier plots and Cox regression, the presentation progresses to the additive hazard model and recurrent event data. Stochastic processes are also used as natural models for individual frailty; they allow sensible interpretations of a number of surprising artifacts seen in population data. The stochastic process framework is naturally connected to causality. The authors show how dynamic path analyses can incorporate many modern causality ideas in a framework that takes the time aspect seriously. To make the material accessible to the reader, a large number of practical examples, mainly from medicine, are developed in detail. Stochastic processes are introduced in an intuitive and non-technical manner. The book is aimed at investigators who use event history methods and want a better understanding of the statistical concepts. It is suitable as a textbook for graduate courses in statistics and biostatistics. Survival and Event History Analysis: A Process Point of View Aalen, Odd / Borgan, Ornulf / Gjessing, Hakon, Springer

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Survival and Event History Analysis : A Process Point of View - Ornulf Borgan; Odd Aalen; Hakon Gjessing
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Ornulf Borgan; Odd Aalen; Hakon Gjessing:
Survival and Event History Analysis : A Process Point of View - gebrauchtes Buch

ISBN: 1441919090

ID: 11008296

The aim of this book is to bridge the gap between standard textbook models and a range of models where the dynamic structure of the data manifests itself fully. The common denominator of such models is stochastic processes. The authors show how counting processes, martingales, and stochastic integrals fit very nicely with censored data. Beginning with standard analyses such as Kaplan-Meier plots and Cox regression, the presentation progresses to the additive hazard model and recurrent event data. Stochastic processes are also used as natural models for individual frailty; they allow sensible interpretations of a number of surprising artifacts seen in population data. The stochastic process framework is naturally connected to causality. The authors show how dynamic path analyses can incorporate many modern causality ideas in a framework that takes the time aspect seriously. To make the material accessible to the reader, a large number of practical examples, mainly from medicine, are developed in detail. Stochastic processes are introduced in an intuitive and non-technical manner. The book is aimed at investigators who use event history methods and want a better understanding of the statistical concepts. It is suitable as a textbook for graduate courses in statistics and biostatistics. used books,books Books, Springer

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Survival and Event History Analysis - Odd Aalen; Ornulf Borgan; Hakon Gjessing
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Odd Aalen; Ornulf Borgan; Hakon Gjessing:
Survival and Event History Analysis - neues Buch

ISBN: 9781441919090

ID: 9781441919090

Mathematics; Probability Theory and Stochastic Processes; Statistics for Life Sciences, Medicine, Health Sciences; Epidemiology; Econometrics; Quality Control, Reliability, Safety and Risk Markov process, Martingale, Radiologieinformationssystem, Sage, Stochastic processes, causality, counting process, counting processes, cox regression model, frailty models, multivariate survival data, statistics, stochastic process Books, Springer Nature

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This text bridges the gap between standard models, and those where the dynamic structure of the data manifests itself fully. The common thread is stochastic processes. The authors show how martingales and stochastic integrals fit with censored data. Versandkosten:zzgl. Versandkosten.
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Survival and Event History Analysis - Odd O. Aalen; Ornulf Borgan; Hakon K. Gjessing
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Odd O. Aalen; Ornulf Borgan; Hakon K. Gjessing:
Survival and Event History Analysis - Taschenbuch

2010, ISBN: 9781441919090

Gebundene Ausgabe, ID: 16197519

Softcover reprint of hardcover 1st ed. 2008, Softcover, Buch, [PU: Springer-Verlag New York Inc.]

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Details zum Buch
Survival and Event History Analysis

The aim of this book is to bridge the gap between standard textbook models and a range of models where the dynamic structure of the data manifests itself fully. The common denominator of such models is stochastic processes. The authors show how counting processes, martingales, and stochastic integrals fit very nicely with censored data. Beginning with standard analyses such as Kaplan-Meier plots and Cox regression, the presentation progresses to the additive hazard model and recurrent event data. Stochastic processes are also used as natural models for individual frailty; they allow sensible interpretations of a number of surprising artifacts seen in population data.The stochastic process framework is naturally connected to causality. The authors show how dynamic path analyses can incorporate many modern causality ideas in a framework that takes the time aspect seriously. To make the material accessible to the reader, a large number of practical examples, mainly from medicine, are developed in detail. Stochastic processes are introduced in an intuitive and non-technical manner. The book is aimed at investigators who use event history methods and want a better understanding of the statistical concepts. It is suitable as a textbook for graduate courses in statistics and biostatistics.

Detailangaben zum Buch - Survival and Event History Analysis


EAN (ISBN-13): 9781441919090
ISBN (ISBN-10): 1441919090
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2010
Herausgeber: Springer-Verlag GmbH
560 Seiten
Gewicht: 0,836 kg
Sprache: eng/Englisch

Buch in der Datenbank seit 16.04.2010 11:20:34
Buch zuletzt gefunden am 27.12.2017 20:02:23
ISBN/EAN: 1441919090

ISBN - alternative Schreibweisen:
1-4419-1909-0, 978-1-4419-1909-0


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