sksurv.nonparametric.nelson_aalen_estimator

sksurv.nonparametric.nelson_aalen_estimator(event, time)

Nelson-Aalen estimator of cumulative hazard function.

Parameters:
event : array-like, shape = (n_samples,)

Contains binary event indicators.

time : array-like, shape = (n_samples,)

Contains event/censoring times.

Returns:
time : array, shape = (n_times,)

Unique times.

cum_hazard : array, shape = (n_times,)

Cumulative hazard at each unique time point.

References

[1]Nelson, W., “Theory and applications of hazard plotting for censored failure data”, Technometrics, vol. 14, pp. 945-965, 1972.
[2]Aalen, O. O., “Nonparametric inference for a family of counting processes”, Annals of Statistics, vol. 6, pp. 701–726, 1978.