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autonlab / auton-survival

Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
http://autonlab.github.io/auton-survival
MIT License
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Deep Cox Mixtures Competing Risks #84

Open juancq opened 2 years ago

juancq commented 2 years ago

Is there any implementation of Deep Cox Mixtures that supports competing risks?

chiragnagpal commented 2 years ago

Not yet, but it shouldn't be hard to implement. Actually Deep Cox Mixtures with Competing Risks is somewhat mathematically more sound than our Deep Survival Machines model with Competing Risks. This is because in the competing risks settings one can directly add the hazards corresponding to the specific events, but not so in the survival/probability space. This was oversight on our part when we wrote the original DSM paper.