Chapter 1 Introduction.- Chapter 2 Fast computational recovery of missing features for large-scale biological data.- Chapter 3 Computational recovery of information from low-quality and missing labels.- Chapter 4 Computational recovery of sample missings.- Chapter 5 Summary and outlook.