Topic Models with Survival Supervision: Archetypal Analysis and Neural Approaches

2019.

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Abstract:

We introduce two approaches to topic modeling supervised by survival analysis. Both approaches predict time-to-event outcomes while simultaneously learning topics over features that help prediction. The high-level idea is to represent each data point as a distribution over topics using some underlying topic model. Then each data point's d...More

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