1. A method of comparing a unit of streaming text data to an existing document collection, comprising: computing a vector representation of the unit of streaming text data; transforming the vector representation into a projection in a predetermined vector subspace; and calculating a relationship value indicative of a relationship between the vector representation and the subspace.