Steven Kiemyang Tjoa (University of Maryland), “Sparse and nonnegative factorizations for music understanding” (2011), Advisor: Prof. K. J. Ray Liu
In this dissertation, the author proposes methods for sparse and nonnegative factorization that are specifically suited for analyzing musical signals. First, two constraints that aid factorization of musical signals: harmonic and co-occurrence constraints are discussed.