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On Convergence Rate of Concave-Convex Procedure
Published on 2013-01-163985 Views
Concave-Convex Procedure (CCCP) has been widely used to solve nonconvex d.c.(difference of convex function) programs occur in learning problems, such as sparse support vector machine (SVM), transducti
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Presentation
On Convergence Rate of Concave-Convex Procedure00:00
Outline00:15
D.C. Program (1)01:04
D.C. Program (2)01:26
D.C. Program (3)02:07
D.C. Program (4)03:18
Concave-Convex Procedure03:46
CCCP as Majorization Minimization (MM) (1)05:04
CCCP as Majorization Minimization (MM) (2)06:02
CCCP as Majorization Minimization (MM) (3)06:46
MM as Block Coordinate Descent (1)07:26
MM as Block Coordinate Descent (2)08:24
Block Coordinate Descent for Non-convex, Non-smooth Problem09:43
Convergence Theorem of CCCP15:11
Reference15:18