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ICASSP
2011
IEEE
12 years 10 months ago
Gain-robust multi-pitch tracking using sparse nonnegative matrix factorization
While nonnegative matrix factorization (NMF) has successfully been applied for gain-robust multi-pitch detection, a method to track pitch values over time was not provided. We emb...
Robert Peharz, Michael Wohlmayr, Franz Pernkopf
JMLR
2006
175views more  JMLR 2006»
13 years 6 months ago
Learning Sparse Representations by Non-Negative Matrix Factorization and Sequential Cone Programming
We exploit the biconvex nature of the Euclidean non-negative matrix factorization (NMF) optimization problem to derive optimization schemes based on sequential quadratic and secon...
Matthias Heiler, Christoph Schnörr
CORR
2008
Springer
92views Education» more  CORR 2008»
13 years 6 months ago
Convex Sparse Matrix Factorizations
We present a convex formulation of dictionary learning for sparse signal decomposition. Convexity is obtained by replacing the usual explicit upper bound on the dictionary size by...
Francis Bach, Julien Mairal, Jean Ponce
SC
2009
ACM
14 years 1 months ago
Sparse matrix factorization on massively parallel computers
Anshul Gupta, Seid Koric, Thomas George
CSB
2005
IEEE
13 years 12 months ago
Two-way clustering of gene expression profiles by sparse matrix factorization
Alberto D. Pascual-Montano, Francisco Tirado, Pedr...