{"product_id":"survival-analysis-prabhanjan-narayanachar-tattar-9780367030377","title":"Survival Analysis","description":"\u003cp\u003e\u003cstrong\u003eSurvival analysis\u003c\/strong\u003e generally deals with analysis of data arising from clinical trials. Censoring, truncation, and missing data create analytical challenges and the statistical methods and inference require novel and different approaches for analysis. Statistical properties, essentially asymptotic ones, of the estimators and tests are aptly handled in the counting process framework which is drawn from the larger arm of stochastic calculus. With explosion of data generation during the past two decades, survival data has also enlarged assuming a gigantic size. Most statistical methods developed before the millennium were based on a linear approach even in the face of complex nature of survival data. Nonparametric nonlinear methods are best envisaged in the Machine Learning school. This book attempts to cover all these aspects in a concise way.\u003c\/p\u003e\u003cp\u003e\u003cb\u003e\u003cem\u003eSurvival Analysis\u003c\/em\u003e \u003c\/b\u003eoffers an integrated blend of statistical methods and machine learning useful in analysis of survival data. The purpose of the offering is to give an exposure to the machine learning trends for lifetime data analysis.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eFeatures: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e \u003cli\u003eClassical survival analysis techniques for estimating statistical functional and hypotheses testing\u003c\/li\u003e \u003cli\u003eRegression methods covering the popular Cox relative risk regression model, Aalen's additive hazards model, etc.\u003c\/li\u003e \u003cli\u003eInformation criteria to facilitate model selection including Akaike, Bayes, and Focused\u003c\/li\u003e \u003cli\u003ePenalized methods\u003c\/li\u003e \u003cli\u003eSurvival trees and ensemble techniques of bagging, boosting, and random survival forests\u003c\/li\u003e \u003cli\u003eA brief exposure of neural networks for survival data\u003c\/li\u003e \u003cli\u003eR program illustration throughout the book\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Prabhanjan Narayanachar Tattar,H. J. Vaman\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367030373\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367030377\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/26\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 284\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.33lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.69d","brand":"Prabhanjan Narayanachar Tattar","offers":[{"title":"Hardcover","offer_id":48135983792383,"sku":"9780367030377","price":165.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_5d7db1af-7091-4c76-a3c7-ad83d7af2bb7.jpg?v=1770159737","url":"https:\/\/www.whiterainbookhouse.com\/products\/survival-analysis-prabhanjan-narayanachar-tattar-9780367030377","provider":"WR Book House","version":"1.0","type":"link"}