408 search results - page 22 / 82 » Regression with Linear Factored Functions |
138
Voted
ESSMAC
2003
Springer
15 years 5 months ago
2003
Springer
Abstract. While there is strong motivation for using Gaussian Processes (GPs) due to their excellent performance in regression and classification problems, their computational com...
89
Voted
FPL
2003
Springer
15 years 5 months ago
2003
Springer
Although microarrays are already having a tremendous impact on biomedical science, they still present great computational challenges. We examine a particular problem involving the...
97
Voted
ICML
2007
IEEE
16 years 1 months ago
2007
IEEE
We study the problem of discovering a manifold that best preserves information relevant to a nonlinear regression. Solving this problem involves extending and uniting two threads ...
97
Voted
ICML
2006
IEEE
16 years 1 months ago
2006
IEEE
Recently, a very appealing approach was proposed to compute the entire solution path for support vector classification (SVC) with very low extra computational cost. This approach ...
CVPR
2008
IEEE
16 years 2 months ago
2008
IEEE
We consider the task of dimensionality reduction for regression (DRR) whose goal is to find a low dimensional representation of input covariates, while preserving the statistical ...