Before revision:  Correspondingly, we aim at recovering a representation of the subspace , and perform event detection by running point-to-subspace distance query in \ell^\infty, for each incoming observation .
After revision:  Correspondingly, we aim at recovering a representation of the subspace , and perform event detection by running point-to-subspace distance queries on this subspace for incoming data .