Read A Practical Guide to Support Vector Classication by Chih-Wei Hsu, Chih-Chung Chang, and Chih-Jen. They address this exact issue and explain methods for performing a grid-search for parameter selection. http://www.csie.ntu.edu.tw/~cjlin/papers/guide/guide.pdf