A tool for survival analysis using a discrete time approach with ensemble binary classification. 'spect' provides asimple interface consistent with commonly used R data analysis packages, such as 'caret', a variety of parameter optionsto help facilitate search automation, a high degree of transparency to the end-user - all intermediate data sets andparameters are made available for further analysis and useful, out-of-the-box visualizations of model performance. Methodsfor transforming survival data into discrete-time are adapted from the 'autosurv' package by Suresh et al., (2022)<doi:10.1186/s12874-022-01679-6>.
| Version: | 1.0 |
| Depends: | R (≥ 4.0),futile.logger,dplyr |
| Imports: | doParallel,ggplot2,survminer,riskRegression,caret,caretEnsemble,survival,rlang |
| Suggests: | knitr,rmarkdown,randomForest,kernlab,testthat (≥ 3.0.0) |
| Published: | 2025-04-08 |
| DOI: | 10.32614/CRAN.package.spect |
| Author: | Stephen Abrams [aut, cre] |
| Maintainer: | Stephen Abrams <stephen.abrams at gmail.com> |
| BugReports: | https://github.com/dawdawdo/spect/issues |
| License: | GPL-3 |
| URL: | https://github.com/dawdawdo/spect |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | spect results |
| Reference manual: | spect.html ,spect.pdf |
| Vignettes: | create_synthetic_data (source,R code) modeling_with_binary_classifiers (source,R code) training_synthetic_data (source,R code) |
| Package source: | spect_1.0.tar.gz |
| Windows binaries: | r-devel:spect_1.0.zip, r-release:spect_1.0.zip, r-oldrel:spect_1.0.zip |
| macOS binaries: | r-release (arm64):spect_1.0.tgz, r-oldrel (arm64):spect_1.0.tgz, r-release (x86_64):spect_1.0.tgz, r-oldrel (x86_64):spect_1.0.tgz |
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