In the early 90’s, a new learning method had been proposed based on the statistical learning theory(SLT), called support vector machine(SVM), which is a small-sample statistics and concerns mainly the statistic principles when samples are limited. SVM is is a research hotspot at present in the domain of Pattern Recognition (PR) and Regression Analysis (RA).
There are mainly two focuses of SVM including support vector classification (SVC) and support vector regression (SVR), while the research ...