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.