Fast On-line Kernel Learning for Trees

@misc{citeulike:2813370, abstract = {Kernel methods have been shown to be very effective for applications requiring the modeling of structured objects. However kernels for structures usually are too computational demanding to be applied to complex learning algorithms, e.g. Support Vector Machines. Consequently, in order to apply kernels to large amount of structured data, we need fast on-line algorithms along with an efficiency optimization of kernel-based computations.}, author = {Giovanni, Fabio A. }, citeulike-article-id = {2813370}, keywords = {graphkernels, graphs, kernels}, posted-at = {2008-05-19 15:50:34}, priority = {3}, title = {Fast On-line Kernel Learning for Trees}, url = {http://citeseer.ist.psu.edu/764968.html} }

TY - GEN ID - citeulike:2813370 L3 - citeulike-article-id:2813370 TI - Fast On-line Kernel Learning for Trees N2 - Kernel methods have been shown to be very effective for applications requiring the modeling of structured objects. However kernels for structures usually are too computational demanding to be applied to complex learning algorithms, e.g. Support Vector Machines. Consequently, in order to apply kernels to large amount of structured data, we need fast on-line algorithms along with an efficiency optimization of kernel-based computations. KW - graphkernels KW - graphs KW - kernels AU - Giovanni, Fabio UR - http://citeseer.ist.psu.edu/764968.html ER -