Uncertainty Quantification for Matrix Compressed Sensing and Quantum Tomography Problems

Alexandra Carpentier, Jens Eisert, David Gross +1

We construct minimax optimal non-asymptotic confidence sets for low rank matrix recovery algorithms such as the Matrix Lasso or Dantzig selector. These are employed to devise adapt…