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Review
. 2003 Aug 4;89(3):431-6.
doi: 10.1038/sj.bjc.6601119.

Survival analysis part II: multivariate data analysis--an introduction to concepts and methods

Affiliations
Review

Survival analysis part II: multivariate data analysis--an introduction to concepts and methods

M J Bradburn et al. Br J Cancer. .
No abstract available

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Figures

Figure 1
Figure 1
Example of (non-) proportional hazards (groups (c) and (d) only have proportional hazards) using the Weibull distribution. For the Weibull survival model, the hazard function h(t)=λs(λt)s−1 for λ, s>0: (a) increasing hazard (λ=0.5, s=1.25); (b) decreasing hazard (λ=0.25, s=0.75); (c) decreasing hazard (λ=0.5, s=0.5); (d) decreasing hazard (λ=0.25, s=0.5).
Figure 2
Figure 2
Predicted 5-year survival of ovarian cancer patients by age and FIGO stage.
Figure 3
Figure 3
Illustration of the AFT model: (——), S0(t) the baseline survival function; (·······), S(t1)=S0(ϕt) for ϕ<1; (- - - - - -), S(t2)=S(ϕt) for ϕ>1.

References

    1. Aalen OO (1989) A linear regression model for the analysis of life times. Stat Med 8: 907–925 - PubMed
    1. Aalen OO (1993) Further results on the non-parametric linear regression model in survival analysis. Stat Med 12: 1569–1588 - PubMed
    1. Bagdonavičius V, Nikulin M (2001) Accelerated Life Models: Modeling and Statistical Analysis. London: Chapman & Hall/CRC
    1. Buckley K, James I (1979) Linear regression with censored data. Biometrics 66: 429–436
    1. Christensen E (1987) Multivariate survival analysis using Cox's regression model. Hepatology 7: 1346–1358 - PubMed

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