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Quickstart & Intro

  • Quickstart
  • Introduction to survival analysis

Univariate Models

  • Estimating univariate models
  • Piecewise exponential models and creating custom models
  • Discrete survival models
  • Time-lagged conversion rates and cure models

Regression Models

  • Survival regression
  • Custom regression models
  • Compatibility with scikit-learn
  • Time varying survival regression
  • Testing the proportional hazard assumptions
  • Do I need to care about the proportional hazard assumption?

Additional documentation

  • API Reference
    • fitters
      • Univariate models
        • AalenJohansenFitter
        • BreslowFlemingHarringtonFitter
        • ExponentialFitter
        • GeneralizedGammaFitter
        • KaplanMeierFitter
        • LogLogisticFitter
        • LogNormalFitter
        • MixtureCureFitter
        • NelsonAalenFitter
        • PiecewiseExponentialFitter
        • SplineFitter
        • WeibullFitter
      • Regression models
        • AalenAdditiveFitter
        • CRCSplineFitter
        • CoxPHFitter
        • CoxTimeVaryingFitter
        • GeneralizedGammaRegressionFitter
        • LogLogisticAFTFitter
        • LogNormalAFTFitter
        • PiecewiseExponentialRegressionFitter
        • WeibullAFTFitter
    • utils
    • statistics
    • plotting
    • datasets
    • calibration
  • More examples and recipes

About lifelines

  • Changelog
  • Development blog
  • Citing lifelines

Questions? Suggestions?

  • Discussion forum
  • Create a GitHub issue

Developer Documentation

  • Contributing to lifelines
  • Development
lifelines
  • Docs »
  • API Reference »
  • fitters
  • Edit on GitHub

fitters¶

Univariate models¶

  • AalenJohansenFitter
  • BreslowFlemingHarringtonFitter
  • ExponentialFitter
  • GeneralizedGammaFitter
  • KaplanMeierFitter
  • LogLogisticFitter
  • LogNormalFitter
  • MixtureCureFitter
  • NelsonAalenFitter
  • PiecewiseExponentialFitter
  • SplineFitter
  • WeibullFitter

Regression models¶

  • AalenAdditiveFitter
  • CRCSplineFitter
  • CoxPHFitter
  • CoxTimeVaryingFitter
  • GeneralizedGammaRegressionFitter
  • LogLogisticAFTFitter
  • LogNormalAFTFitter
  • PiecewiseExponentialRegressionFitter
  • WeibullAFTFitter
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