Definition: In this task, you are given a part of an article. Your task is to generate headline (title) for this text. Preferred headlines are under fifteen words.
Input: Nonnegative matrix factorization (NMF) is the problem of decomposing a given nonnegative n m matrix M into a product of a nonnegative n d matrix W and a nonnegative d m matrix H. Restricted NMF requires in addition that the column spaces of M and W coincide. Finding the minimal inner dimension d is known to be NP-hard, both for NMF and restricted NMF. We show that restricted NMF is closely related to a question about the nature of minimal probabilistic automata, posed by Paz in his seminal 1971 textbook. We use this connection to answer Paz's question negatively, thus falsifying a positive answer claimed in 1974. Furthermore, we investigate whether a rational matrix M always has a restricted NMF of minimal inner dimension whose factors W and H are also rational. We show that this holds for matrices M of rank at most 3 and we exhibit a rank-4 matrix for which W and H require irrational entries. 1998 ACM Subject Classification F.1.1 Models of Computation, F.2.1 Numerical Algorithms and Problems
Output:
On Restricted Nonnegative Matrix Factorization