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Fast Algorithms for Informed Source Separation
Published on Aug 26, 20133115 Views
We study a convex formulation of low-rank matrix factorization, in a special case where additional information on the factors is known. Our formulation is typically adapted to source separation scenar
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Fast algorithms for informed source separation00:00
Source separation in 5 minutes00:31
Read mix waveform01:10
Short time Fourier transform01:42
Remove phase information02:45
Output of source separation program04:22
Time-frequency masking04:30
Estimate waveforms from STFT04:38
Annotation informed source separation05:04
AISS nmf: non-convex06:36
AISS lownuc : convex10:08
Algorithms for informed source separation11:56
Subgradient descent14:00
Controlled experiments17:22
Shrinkage of singular values18:35
Smoothing technique [Nesterov, 2003]19:53
Effect of μ21:10
Comparison with subgradient21:35
Conclusion21:42