130 search results - page 3 / 26 » Diversified SVM Ensembles for Large Data Sets |
HIS
2001
15 years 1 months ago
2001
In this paper we describe a method for data set reduction by effective use of Multi-category Proximal Support Vector Machine (MPSVM). By using the Linear MPSVM Formulation in an it...
114
click to vote
IEEECIT
2007
IEEE
15 years 6 months ago
2007
IEEE
In machine learning, ensemble classifiers have been introduced for more accurate pattern classification than single classifiers. We propose a new ensemble learning method that emp...
101
click to vote
DASFAA
2004
IEEE
15 years 3 months ago
2004
IEEE
The information on the World Wide Web is growing without bound. Users may have very diversified preferences in the pages they target through a search engine. It is therefore a chal...
117
click to vote
KDD
2003
ACM
16 years 2 days ago
2003
ACM
Support vector machines (SVMs) have been promising methods for classification and regression analysis because of their solid mathematical foundations which convey several salient ...
JMLR
2010
14 years 6 months ago
2010
To handle problems created by large data sets, we propose a method that uses a decision tree to decompose a given data space and train SVMs on the decomposed regions. Although the...