PKSVR: A Novel Prior Knowledge-based Support Vector Regression

摘要

Standard formulation of support vector regression is first introduced, and then a modification of classical support vector regression is discussed detailedly by incorporating prior knowledge in the form of inequalities to be satisfied by the desired regression function as a means of compensating for a shortage of training data. Experimental result shows that the proposed method can significantly improve the performance of support vector regression.