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.