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Machine Learning Methods To Identify Hidden Phenotypes In The Electronic Health Record

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Figure

Figure 1.1: Phenotype Algorithms for Type 2 Diabetes Mellitus.
Figure 1.2: Example of case vs. control selection.
Figure 1.3: Predicting the presence of data under different missing data mechanisms.
Figure 2.1: Diagram of Denoising Autoencoder and Simulation Procedure.
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Outline

ALS Survival Analysis 41 Results 55 Discussion 63 Imputation Strategies and Evaluations 71 Summary and Future Directions 135

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