Support Vector Regression with Interval-Input Interval-Output

International Journal of Computational Intelligence Systems

关键词: Support vector regression;    Interval-input interval-output;    Uncertainties;    Quadratic programming;   

DOI  :  10.2991/ijcis.2008.1.4.2

来源: DOAJ

【 摘 要 】

Support vector machines (classification and regression) are powerful machine learning techniques for crisp data. In this paper, the problem is considered for interval data. Two methods to deal with the problem using support vector regression are proposed and two new methods for evaluating performance for estimating prediction interval are presented as well.

【 授权许可】

Unknown