44 search results - page 1 / 9 » Consistency of trace norm minimization |
CORR
2007
Springer
13 years 4 months ago
2007
Springer
Regularization by the sum of singular values, also referred to as the trace norm, is a popular technique for estimating low rank rectangular matrices. In this paper, we extend som...
ICML
2009
IEEE
14 years 5 months ago
2009
IEEE
SIGKDD
2010
12 years 11 months ago
2010
In recent years, compressive sensing attracts intensive attentions in the field of statistics, automatic control, data mining and machine learning. It assumes the sparsity of the ...
AAECC
2007
Springer
13 years 11 months ago
2007
Springer
We consider a generalization of the codes defined by norm and trace functions on finite fields introduced by Olav Geil. The codes in the new family still satisfy Geil’s dualit...
SIAMJO
2010
12 years 11 months ago
2010
We consider a recently proposed optimization formulation of multi-task learning based on trace norm regularized least squares. While this problem may be formulated as a semidefini...