TorchSurv: A Lightweight Package for Deep Survival Analysis
arxiv(2024)
摘要
TorchSurv is a Python package that serves as a companion tool to perform deep
survival modeling within the PyTorch environment. Unlike existing libraries
that impose specific parametric forms, TorchSurv enables the use of custom
PyTorch-based deep survival models. With its lightweight design, minimal input
requirements, full PyTorch backend, and freedom from restrictive survival model
parameterizations, TorchSurv facilitates efficient deep survival model
implementation and is particularly beneficial for high-dimensional and complex
input data scenarios.
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