Sciweavers

10 search results - page 1 / 2
» One-sided Support Vector Regression for Multiclass Cost-sens...
Sort
View
ICML
2010
IEEE
13 years 6 months ago
One-sided Support Vector Regression for Multiclass Cost-sensitive Classification
We propose a novel approach that reduces cost-sensitive classification to one-sided regression. The approach stores the cost information in the regression labels and encodes the m...
Han-Hsing Tu, Hsuan-Tien Lin
IJON
2010
107views more  IJON 2010»
13 years 2 months ago
Multiclass support vector classification via coding and regression
Pei-Chun Chen, Kuang-Yao Lee, Tsung-Ju Lee, Yuh-Jy...
NIPS
2001
13 years 6 months ago
Kernel Logistic Regression and the Import Vector Machine
The support vector machine (SVM) is known for its good performance in binary classification, but its extension to multi-class classification is still an on-going research issue. I...
Ji Zhu, Trevor Hastie
AICS
2009
13 years 3 months ago
Analysis of the Effect of Unexpected Outliers in the Classification of Spectroscopy Data
Multi-class classification algorithms are very widely used, but we argue that they are not always ideal from a theoretical perspective, because they assume all classes are characte...
Frank G. Glavin, Michael G. Madden
ESANN
2008
13 years 6 months ago
Multi-class classification of ovarian tumors
In this work, we developed classifiers to distinguish between four ovarian tumor types using Bayesian least squares support vector machines (LS-SVMs) and kernel logistic regression...
Ben Van Calster, Dirk Timmerman, Antonia C. Testa,...