Handling missing data through deep convolutional neural network

Hufsa Khan, Xizhao Wang, Han Liu

Abstract: Highlights•A new imputation approach based on convolutional neural networks is proposed.•A loss function for imputation is designed in the setting of end-to-end learning.•Fuzzy clustering driven data organization is proposed for creating spatial property.