Survival Analysis and Machine Learning
2
MLSA From Start to Finish
Machine Learning in Survival Analysis
Symbols and Notation
1
Introduction
Survival Analysis and Machine Learning
2
MLSA From Start to Finish
3
Machine Learning
4
Survival Analysis
5
Event-history Analysis
6
Survival Task
Evaluation
7
Discrimination
8
Calibration
9
Scoring Rules
10
Survival Time Measures
Models
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Classical Models
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Random Forests
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Support Vector Machines
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Boosting Methods
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Neural Networks
Reduction Techniques
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Reductions
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Competing Risks Pipelines
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Discrete Time Survival Analysis
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Connections to Poisson Regression and Processes
20
Connections to Regression and Imputation
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FAQs and Outlook
Exercises
References
Survival Analysis and Machine Learning
2
MLSA From Start to Finish
2
MLSA From Start to Finish
Abstract
TODO (150-200 WORDS)
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1
Introduction
3
Machine Learning