Dynamic prediction in clinical survival analysis / / Hans van Houwelingen, Hein Putter

• Autore: Houwelingen J. C. van.
• Pubblicazione: Boca Raton : , : CRC Press, , 2012
• Descrizione fisica: 1 online resource (250 p.)
• Disciplina: 615.580724
• Soggetto topico: Proportional hazards models; Survival analysis (Biometry)
• Altri autori: PutterHein
• Note generali: "A Chapman & Hall book."
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: The special nature of survival data -- Cox regression model -- Measuring the predictive value of a Cox model -- Calibration and revision of Cox models -- Mechanisms explaining violation of the Cox model -- Non-proportional hazards models -- Dealing with non-proportional hazards -- Dynamic predictions using biomarkers -- Dynamic prediction in multi-state models -- Dynamic prediction in chronic disease -- Penalized Cox models -- Dynamic prediction based on genomic data.
• Sommario/riassunto: In the last twenty years, dynamic prediction models have been extensively used to monitor patient prognosis in survival analysis. Written by one of the pioneers in the area, this book synthesizes these developments in a unified framework. It covers a range of models, including prognostic and dynamic prediction of survival using genomic data and time-dependent information. The text includes numerous examples using real data that is taken from the authors collaborative research. R programs are provided for implementing the methods--Provided by publisher.
• Titolo autorizzato: Dynamic prediction in clinical survival analysis
• ISBN: 0-429-09433-7; 1-280-12190-4; 9786613525765; 1-4398-3543-8
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910778962903321
• Lo trovi qui: Univ. Federico II
• Serie: Monographs on statistics and applied probability ; ; 123.