Recent Releases of pycox
pycox - Fix numba changes and update python and pytorch version
- Python
Published by havakv almost 6 years ago
pycox - Update to work with torchtuples v0.2.0
Release notes
Features
Administrative Brier score and Binomial log-likelihood for evaluation of data sets with administrative censoring.
BCESurvwhich is a method that disregards censoring and does not enforce monotone survival functions. It is meant to represent a set of binary classifiers that disregards censored observations.Improved
kkboxdata sets with administrative censoring times and more covariates.sac_admin5simulated data set with administrative censoring.More simulations studies with covariate dependent censoring times and administrative censoring.
Changes
Updated to work with
torchtuplesv.0.2.0CoxPHnow use a regular data set, instead of the durations sorted. The old method is renamedCoxPHSortedbut will be removed.
- Python
Published by havakv about 6 years ago
pycox - PyPI package
Minor bug fixes and release to PyPI.
- Python
Published by havakv about 6 years ago
pycox - v0.1.0
Release notes v0.1.0
These note mainly focus on the changes to existing code and not new functionality.
Evaluation criteria
- Fixed wrong index in IPCW.
EvalSurvnow has astepsargument determining how the survival curve should behave between estimated times. Previously set to 'pre', but now 'post' is default. This will affect the concordance for the discrete-time methods the most. Setev.step = 'pre'to obtain old results. Or use some reasonable interpolation scheme.- Moved
pycox.evaluation.utilstopycox.utils. - Replaced the binomial log-likelihood
mbllwith the negative binomial log-likelihoodnbll. I.e. only the sign is different.
Models
- Replaced
predict_survival_functionwithpredict_survandpredict_surv_df. - More stable version of CoxCC and CoxTime loss for single control.
- Restructured the locations of the Cox models.
Preprocessing
- Added quantiles discretization for methods.
- Python
Published by havakv over 6 years ago