DeepSurv paper review

Paper review and reproduction of DeepSurv (Katzman et al., 2018),
a Cox Proportional Hazards Deep Neural Network for survival analysis
and personalized treatment recommendation.
https://doi.org/10.1186/s12874-018-0482-1

* Timestamp
0:00 Introduction
0:26 Background - Survival Analysis
0:50 Background - Survival Data
2:03 Background - Survival Fundamental Functions
2:31 Background - Previous Models
6:08 Methods - Architecture
6:50 Methods - Loss Function
8:02 Methods - Training Tricks
8:40 Methods - Treatment recommender system
11:07 Results - Experiment with survival data
15:27 Results - Experiment with treatment data
19:04 Conclusion

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