Abstract: In order to find out a method for prediction and control of cigarette tar delivery from the relationship between tar delivery and chemical components in tobacco leaf,a prediction method was proposed based on support vector machine(SVM).The algorithm of support vector for regression estimation was introduced,and the prediction model for tar delivery was established with SVM.The practical examples of calculation indicated that the cigarette tar delivery could be predicted with this method from the chemical components in tobacco leaf.