1039 search results - page 68 / 208 » Kernels and Regularization on Graphs |
84
Voted
ICDM
2006
IEEE
15 years 6 months ago
2006
IEEE
This paper proposes a general boosting framework for combining multiple kernel models in the context of both classification and regression problems. Our main approach is built on...
111
Voted
ICDM
2005
IEEE
15 years 6 months ago
2005
IEEE
We propose an algorithm to construct classification models with a mixture of kernels from labeled and unlabeled data. The derived classifier is a mixture of models, each based o...
101
Voted
DAGM
2006
Springer
15 years 4 months ago
2006
Springer
Abstract. We propose a novel method for addressing the model selection problem in the context of kernel methods. In contrast to existing methods which rely on hold-out testing or t...
118
Voted
TNN
2008
15 years 15 days ago
2008
In this paper, a new kernel-based method for data visualization and dimensionality reduction is proposed. A reference point is considered corresponding to additional constraints ta...
100
Voted
NIPS
2008
15 years 2 months ago
2008
We consider the problem of multiple kernel learning (MKL), which can be formulated as a convex-concave problem. In the past, two efficient methods, i.e., Semi-Infinite Linear Prog...