Abstract
In this paper, we first briefly review some knowledge of Support Vector Machines (SVMs). This includes not only SVM’s dual forms and solution forms but also the general process and properties of SVM. Then aiming at speeding up SVMs, some kinds of Reduced SVMs (RSVMs) are discussed in detailed. A comparison among them is presented in several aspects. Finally, we show research issues that need to be resolved or investigated further. A number of future trends are also briefly sketched.
| Original language | English |
|---|---|
| Pages (from-to) | 301-312 |
| Number of pages | 12 |
| Journal | International Journal of Intelligent Systems Technologies and Applications |
| Volume | 4 |
| Issue number | 3-4 |
| DOIs | |
| Publication status | Published - 2008 |
| Externally published | Yes |
Keywords
- Reduced SVM (RSVM)
- Support Vector Machine (SVM)
- hyperplane
- parameters selection
- pattern recognition
ASJC Scopus subject areas
- General Computer Science