missing data imputation

[aridasyafiandini]

Hi, I'd like to know if deep learning (multimodal architecture) can be used for missing data imputation.
I've tried to train data with nan value (represent missing value) but I always got error reconstruction value 'nan' and so does the extracted data.
How can I resolve this problem?

Thanks