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cs.LG2011★ 10 cited
Suboptimal Solution Path Algorithm for Support Vector Machine
Masayuki Karasuyama, Ichiro Takeuchi
We consider a suboptimal solution path algorithm for the Support Vector Machine. The solution path algorithm is an effective tool for solving a sequence of a parametrized optimizat…
cs.LG2010
Multi-parametric Solution-path Algorithm for Instance-weighted Support Vector Machines
Masayuki Karasuyama, Naoyuki Harada, Masashi Sugiyama +1
An instance-weighted variant of the support vector machine (SVM) has attracted considerable attention recently since they are useful in various machine learning tasks such as non-s…