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MissingDataVAEs
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MissingDataVAEs
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# VAEs in the Presence of Missing Data Code for the paper VAEs in the Presence of Missing Data, Mark Collier, Alfredo Nazabal, Christopher K.I. Williams, 2020. The notebook `VAEs_in_the_Presence_of_Missing_Data.ipynb` was used to produce the results in the paper. In order to run the MNIST MCAR experiments, set: ``` MISSINGNESS_TYPE = 'MCAR' DATASET = 'MNIST' LIKELIHOOD = 'BERNOULLI' ``` MNIST MNAR: ``` MISSINGNESS_TYPE = 'MNAR' DATASET = 'MNIST' LIKELIHOOD = 'BERNOULLI' ``` SVHN MCAR: ``` MISSINGNESS_TYPE = 'MCAR' DATASET = 'SVHN' LIKELIHOOD = 'LOGISTIC_MIXTURE' ``` SVHN MNAR: ``` MISSINGNESS_TYPE = 'MNAR' DATASET = 'SVHN' LIKELIHOOD = 'LOGISTIC_MIXTURE' ``` Please adjust `NUM_RUNS` to set the number of replicates to run.
