In many fields, such as oil logging, it is expensive to obtain labeled data, and a large amount of inexpensive unlabeled data are not used. Therefore, necessary use semisupervised learning accurate classification with limited data. The support vector machine (S3VM) the most useful method in learning. Nevertheless, S3VM model performance will degrade when sample number categories even or have lo...