Generalization Bounds for Coregularized Multiple Kernel Learning

Figure 1

Semisupervised learning as supervised learning when . And if has a single kernel, we think that it is the special case of multiple kernel learning. The scope of the discussion in [2] is the intersection of the green and blue ellipses, the scope of the discussion in [11] is the yellow ellipse, and the cope of the discussion in this paper is the blue ellipse.