survivalContour: Visualizing predicted survival via colored contour plots
arXiv (Cornell University)(2023)
摘要
Advances in survival analysis have facilitated unprecedented flexibility in
data modeling, yet there remains a lack of tools for graphically illustrating
the influence of continuous covariates on predicted survival outcomes. We
propose the utilization of a colored contour plot to depict the predicted
survival probabilities over time, and provide a Shiny app and R package as
implementations of this tool. Our approach is capable of supporting
conventional models, including the Cox and Fine-Gray models. However, its
capability shines when coupled with cutting-edge machine learning models such
as random survival forests and deep neural networks.
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关键词
survivalcontour,visualizing,survivalcontour
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