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AUC time horizon #103

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tommyvcc opened this issue Feb 27, 2023 · 1 comment
Open

AUC time horizon #103

tommyvcc opened this issue Feb 27, 2023 · 1 comment

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@tommyvcc
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Thank you so much for the hard work
I have one question regarding the AUC metric.
And the time horizon.
The AUC is reported as an array and the times are reported as an array.

For example, if the time intervals are 0 to 1 , 1 to 2 and 2 to 3.

And the array is ( 0,1,2,3)

While the AUC is 0.6, 0.7, 0.8

So the array is (0.6,0.7.0.8)

Does this mean that the AUC for the period 0 till 3 is 0.8?
Or the AUC for the period 2 to 3 is 0.8?

@matteo4diani
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auton_survival uses scikit-survival for metrics internally. Namely the metrics.cumulative_dynamic_auc: you can check in their docs https://scikit-survival.readthedocs.io/en/stable/api/generated/sksurv.metrics.cumulative_dynamic_auc.html#sksurv-metrics-cumulative-dynamic-auc

As this is a question it would be better suited for the "Discussions" section: https://github.com/autonlab/auton-survival/discussions. Keep in mind that answers may take a while, but if you want to increase your chances to get one please provide code snippets and detailed explanations/logs in your questions and issues.

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