International Journal of Intelligent Systems and Technologies, Volume (4), Year (2008-4) , Pages (238-243)
Title : ( Fuzzy Cost Support Vector Regression )
Authors: Hadi Sadoghi Yazdi , Tahereh Royani , Mehri Sadoghi Yazdi , Sohrab Effati ,Access to full-text not allowed by authors
Abstract
Abstract—In this paper, a new version of support vector regression (SVR) is presented namely Fuzzy Cost SVR (FCSVR). Individual property of the FCSVR is operation over fuzzy data whereas fuzzy cost (fuzzy margin and fuzzy penalty) are maximized. This idea admits to have uncertainty in the penalty and margin terms jointly. Robustness against noise is shown in the experimental results as a property of the proposed method and superiority relative conventional SVR.