low-dimensional approximation

private data analysis (1) privacy-utility trade-off (1) matrix approximation (1) privacy preserving (1) matrix perturbation (1) low-rank approximation (1) principal components analysis (1) sample complexity (1) principal component analysis (1) dimensionality reduction (1)