104 search results - page 1 / 21 » The problem of bias in training data in regression problems ... |
ARTMED
2002
13 years 4 months ago
2002
AMAI
2004
Springer
13 years 10 months ago
2004
Springer
The Minimax Probability Machine (MPM) constructs a classifier, which provides a worst-case bound on the probability of misclassification of future data points based on reliable ...
ISCI
2008
13 years 4 months ago
2008
This paper considers nonlinear modeling based on a limited amount of experimental data and a simulator built from prior knowledge. The problem of how to best incorporate the data ...
ICML
2005
IEEE
14 years 5 months ago
2005
IEEE
In this paper, we extend the recently proposed Core Vector Machine algorithm to the regression setting by generalizing the underlying minimum enclosing ball problem. The resultant...
ICDM
2006
IEEE
13 years 10 months ago
2006
IEEE
We present two new support vector approaches for ordinal regression. These approaches find the concentric spheres with minimum volume that contain most of the training samples. B...