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Description

Survival Prediction Ensemble Classification Tool.

A tool for survival analysis using a discrete time approach with ensemble binary classification. 'spect' provides a simple interface consistent with commonly used R data analysis packages, such as 'caret', a variety of parameter options to help facilitate search automation, a high degree of transparency to the end-user - all intermediate data sets and parameters are made available for further analysis and useful, out-of-the-box visualizations of model performance. Methods for transforming survival data into discrete-time are adapted from the 'autosurv' package by Suresh et al., (2022) <doi:10.1186/s12874-022-01679-6>.

spect

An R package, short for survival probability ensemble classification tool, providing a simple, transparent, flexible interface for generating survival predictive models using binary classifiers with the option of using stacked ensemble modeling.

Metadata

Version

1.0

License

Unknown

Platforms (76)

    Darwin
    FreeBSD
    Genode
    GHCJS
    Linux
    MMIXware
    NetBSD
    none
    OpenBSD
    Redox
    Solaris
    WASI
    Windows
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