autonlab/auton-survival
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
This package helps you predict when a specific event will happen, especially when you can't always observe the event for everyone you're tracking. You provide information about individuals or items, and it estimates the probability of an event occurring over time. This is useful for researchers, analysts, or practitioners in fields like healthcare, engineering, or business who need to understand durations until an outcome.
362 stars. No commits in the last 6 months.
Use this if you need to predict 'time-to-event' outcomes, like patient survival time, machine failure time, or customer churn duration, especially when some of your data is 'censored' (meaning you haven't seen the event yet for everyone).
Not ideal if your problem involves simple classification or standard regression without any time-to-event components or censored data.
Stars
362
Forks
83
Language
Python
License
MIT
Category
Last pushed
Apr 04, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/autonlab/auton-survival"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
sebp/scikit-survival
Survival analysis built on top of scikit-learn
havakv/pycox
Survival analysis with PyTorch
Novartis/torchsurv
Deep survival analysis made easy
soda-inria/hazardous
Competing Risks and Survival Analysis
square/pysurvival
Open source package for Survival Analysis modeling