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商品描述
With an emphasis on social science applications, Event History Analysis with R presents an introduction to survival and event history analysis using real-life examples. Keeping mathematical details to a minimum, the book covers key topics, including both discrete and continuous time data, parametric proportional hazards, and accelerated failure times.
Features
- Introduces parametric proportional hazards models with baseline distributions like the Weibull, Gompertz, Lognormal, and Piecewise constant hazard distributions, in addition to traditional Cox regression
- Presents mathematical details as well as technical material in an appendix
- Includes real examples with applications in demography, econometrics, and epidemiology
- Provides a dedicated R package, eha, containing special treatments, including making cuts in the Lexis diagram, creating communal covariates, and creating period statistics
A much-needed primer, Event History Analysis with R is a didactically excellent resource for students and practitioners of applied event history and survival analysis.
商品描述(中文翻譯)
《Event History Analysis with R》強調社會科學應用,介紹了使用實際案例進行生存分析和事件歷史分析。書中將數學細節保持在最低限度,涵蓋了關鍵主題,包括離散和連續時間數據、參數比例風險模型以及加速失效時間。
特色
- 介紹了參數比例風險模型,基線分佈包括 Weibull、Gompertz、對數常態和分段常數風險分佈,此外還有傳統的 Cox 回歸
- 在附錄中呈現數學細節和技術材料
- 包含在人口學、計量經濟學和流行病學中的實際應用案例
- 提供專用的 R 套件 eha,包含特殊處理功能,包括在 Lexis 圖中進行切割、創建共同協變量和創建期間統計
《Event History Analysis with R》是一部急需的入門書籍,是應用事件歷史和生存分析的學生和從業者的優秀教學資源。