1 unstable release
0.1.0 | Jul 25, 2020 |
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#257 in #analysis
27KB
701 lines
Survival Analysis
A experimental survival analysis library, initially inspired by Python's lifelines.
Current Limitations:
- Only supports fitting to a Weibull distribution
- Only supports distributions that can be fitted without derivatives
- No autodifferentiation support
Fitting Data
use ndarray::prelude::*;
use survival_analysis::{IntervalCensored, Fitter, BaseFitter};
use survival_analysis::distribution::WeibullDistribution;
let data = IntervalCensored {
start: array![0., 2., 5., 10.],
stop: array![2., 5., 10., 1e10f64],
};
let fitter = BaseFitter::new(data);
let params: WeibullDistribution<f64> = fitter.fit().unwrap();
assert!((params.shape - 0.980).abs() < 1e-2);
assert!((params.scale - 7.187).abs() < 1e-2);
Dependencies
~6–14MB
~171K SLoC