I have a usecase for this.

I work on a similarity matrix, representing interaction frequencies between regions of DNA. I have two types of missing data. The first one is that we do not have enough cells to have a measure. It means that the two regions are far away from each other. The second one is due to repetitions in the DNA sequence.
In both case, I can infer the missing data, but the inference is very different.