Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization.
H. Brendan McMahanPublished in: AISTATS (2011)
Keyphrases
- regularization method
- regularization framework
- risk minimization
- regularization methods
- trace norm
- half quadratic
- equivalence relationship
- regularization parameter
- solution path
- mixed norm
- tikhonov regularization
- least squares
- image restoration
- bregman divergences
- total least squares
- edge preserving
- loss minimization
- inverse problems
- field of view
- projection operator
- bilateral filter
- multi task
- loss function
- cost sensitive
- energy function
- semi supervised
- semi supervised learning
- prior information
- norm minimization
- regularized least squares
- weighted graph
- canonical correlation analysis
- equivalence relation
- reproducing kernel hilbert space
- parameter selection