Learning the Kernel Matrix with Semi-Definite Programmingover the convex cone of positive...
35
IMA, March 12, 2003 Gert Lanckriet ([email protected] ) Nello Cristianini, Peter Bartlett, Laurent El Ghaoui, Michael Jordan U.C. Berkeley Learning the Kernel Matrix with Semi-Definite Programming
Transcript of Learning the Kernel Matrix with Semi-Definite Programmingover the convex cone of positive...
IMA, March 12, 2003
Gert Lanckriet ([email protected])Nello Cristianini, Peter Bartlett, Laurent El Ghaoui, Michael Jordan
U.C. Berkeley
Learning the Kernel Matrix with Semi-Definite
Programming
Machine learning
Kernel-based machine learning
training set (labelled)
test set (unlabelled)
Optimization
Learning the kernel matrix !
Learning
training set (labelled)
test set (unlabelled)
Learning the kernel matrix !
QPLP
QCQP
SDPSOCP