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Research - Applied Survival Analysis: Regression Modeling of Time-to-Event Data

Description

Book Synopsis: THE MOST PRACTICAL, UP-TO-DATE GUIDE TO MODELLING AND ANALYZING TIME-TO-EVENT DATA―NOW IN A VALUABLE NEW EDITION

Since publication of the first edition nearly a decade ago, analyses using time-to-event methods have increase considerably in all areas of scientific inquiry mainly as a result of model-building methods available in modern statistical software packages. However, there has been minimal coverage in the available literature to9 guide researchers, practitioners, and students who wish to apply these methods to health-related areas of study. Applied Survival Analysis, Second Edition provides a comprehensive and up-to-date introduction to regression modeling for time-to-event data in medical, epidemiological, biostatistical, and other health-related research.

This book places a unique emphasis on the practical and contemporary applications of regression modeling rather than the mathematical theory. It offers a clear and accessible presentation of modern modeling techniques supplemented with real-world examples and case studies. Key topics covered include: variable selection, identification of the scale of continuous covariates, the role of interactions in the model, assessment of fit and model assumptions, regression diagnostics, recurrent event models, frailty models, additive models, competing risk models, and missing data.

Features of the Second Edition include:

  • Expanded coverage of interactions and the covariate-adjusted survival functions
  • The use of the Worchester Heart Attack Study as the main modeling data set for illustrating discussed concepts and techniques
  • New discussion of variable selection with multivariable fractional polynomials
  • Further exploration of time-varying covariates, complex with examples
  • Additional treatment of the exponential, Weibull, and log-logistic parametric regression models
  • Increased emphasis on interpreting and using results as well as utilizing multiple imputation methods to analyze data with missing values
  • New examples and exercises at the end of each chapter

Analyses throughout the text are performed using Stata® Version 9, and an accompanying FTP site contains the data sets used in the book. Applied Survival Analysis, Second Edition is an ideal book for graduate-level courses in biostatistics, statistics, and epidemiologic methods. It also serves as a valuable reference for practitioners and researchers in any health-related field or for professionals in insurance and government.

Details

Are you looking for the most practical and up-to-date guide to modeling and analyzing time-to-event data? Look no further! The Applied Survival Analysis: Regression Modeling of Time-to-Event Data book is here to provide you with the comprehensive knowledge and techniques you need. With the increase in analyses using time-to-event methods in various scientific fields, this valuable new edition is essential for researchers, practitioners, and students in health-related studies.

Unlike other literature, this book focuses on the practical applications of regression modeling rather than overwhelming you with mathematical theory. It offers a clear and accessible presentation of modern modeling techniques with real-world examples and case studies. You will learn key topics such as variable selection, model assumptions, regression diagnostics, recurrent event models, frailty models, competing risk models, and more.

What sets the Second Edition apart is its expanded coverage of interactions and the covariate-adjusted survival functions. It uses the renowned Worchester Heart Attack Study as the main modeling data set, ensuring you'll have a solid grasp on the concepts and techniques discussed. Additionally, the book explores variable selection with multivariable fractional polynomials and time-varying covariates, providing you with a comprehensive understanding of these advanced topics.

Don't miss out on the opportunity to interpret and use the results of your analysis effectively. Applied Survival Analysis, Second Edition equips you with the tools to do just that. With new examples and exercises at the end of each chapter, this book allows you to apply what you've learned and solidify your understanding.

Ready to take your regression modeling skills to the next level? Get your copy of Applied Survival Analysis, Second Edition today!

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