1. A method of summarizing a stream of ordered information, comprising: generating a similarity matrix for the stream of ordered information decomposing the similarity matrix based on a probabilistic matrix factorization into a plurality of component matrices; determining, for each component matrix, a representative portion of the stream of ordered information; extracting the determined representative portions; and combining the extracted representative portions into a summary of the stream of ordered information.