Sciweavers

SIAMJO
2010
127views more  SIAMJO 2010»
13 years 7 months ago
Trace Norm Regularization: Reformulations, Algorithms, and Multi-Task Learning
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...
Ting Kei Pong, Paul Tseng, Shuiwang Ji, Jieping Ye
CORR
2007
Springer
109views Education» more  CORR 2007»
14 years 13 days ago
Consistency of trace norm minimization
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...
Francis Bach