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cs.LG2007
Graph kernels between point clouds
Francis Bach
Point clouds are sets of points in two or three dimensions. Most kernel methods for learning on sets of points have not yet dealt with the specific geometrical invariances and prac…
cs.LG2007★ 183 cited
Consistency of trace norm minimization
Francis Bach
Regularization by the sum of singular values, also referred to as the trace norm, is a popular technique for estimating low rank rectangular matrices. In this paper, we extend some…
cs.LG2007★ 710 cited
Consistency of the group Lasso and multiple kernel learning
Francis Bach
We consider the least-square regression problem with regularization by a block 1-norm, i.e., a sum of Euclidean norms over spaces of dimensions larger than one. This problem, refer…