Before revision:  A new partition-based reordering algorithm is proposed for aggregating non-zero elements of the graphs into fewer but denser tiles in order to improve the efficiency of the sparse format.
After revision:  A new partition-based reordering algorithm for aggregating nonzero elements of the graphs into fewer but denser tiles in order to improve the efficiency of the sparse format.