976 search results - page 107 / 196 » Training of Support Vector Machines with Mahalanobis Kernels |
138
click to vote
COLT
2008
Springer
15 years 7 months ago
2008
Springer
We consider the question of why modern machine learning methods like support vector machines outperform earlier nonparametric techniques like kNN. Our approach investigates the lo...
180
click to vote
CVPR
2006
IEEE
16 years 8 months ago
2006
IEEE
We consider visual category recognition in the framework of measuring similarities, or equivalently perceptual distances, to prototype examples of categories. This approach is qui...
130
click to vote
MLG
2007
Springer
16 years 5 days ago
2007
Springer
We give a universal kernel that renders all the regular languages linearly separable. We are not able to compute this kernel efficiently and conjecture that it is intractable, but...
127
click to vote
ICPR
2004
IEEE
16 years 7 months ago
2004
IEEE
In this paper, we present a novel maximum correlation sample subspace method and apply it to human face detection [1] in still images. The algorithm starts by projecting all the t...
182
click to vote
ICML
2002
IEEE
16 years 6 months ago
2002
IEEE
Kernel-based learning algorithms work by embedding the data into a Euclidean space, and then searching for linear relations among the embedded data points. The embedding is perfor...