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Testing goodness-of-fit of the Accelerated Failure Time model with time-varying covariates

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F12%3A10126958" target="_blank" >RIV/00216208:11320/12:10126958 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Testing goodness-of-fit of the Accelerated Failure Time model with time-varying covariates

  • Original language description

    The accelerated failure time model presents a way to easily describe and interpret survival regression data. We assume, that each observed unit ages internally faster or slower, depending on the covariate values. It is desirable to check if observed datafit the model assumptions, therefore we present a goodness-of-fit testing procedure based on modern martingale theory. We work with the generalized model introduced in Cox & Oakes (1984) and studied in Lin & Ying (1995), which allows for covariates thatchange through time. We focus on particular important situations where time-varying covariates are used, such as when an additional factor is added during the observation or when the influence of one covariate gradually increases. On simulated data we estimate the empirical properties of the test.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 27th International Workshop on Statistical Modelling

  • ISBN

    978-80-263-0250-6

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    245-250

  • Publisher name

    Tribun EU

  • Place of publication

    Brno

  • Event location

    Praha

  • Event date

    Jul 16, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article