Before revision:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable  sketch of the data must have a  subspace embedding property.
After revision:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable  sketch of the data must have a  subspace embedding property.