Nonparallel hyperplane support vector machine for PU learning

• Published in: 2014 10th International Conference on Natural Computation (ICNC) pp. 703 - 708
• Main Authors: Ying Zhang, XuChan Ju, YingJie Tian
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.08.2014
• Subjects: Educational institutions; Kernel; Noise; Power capacitors; Support vector machines; Training; Vectors

In this paper, we propose to apply the nonparallel support vector machine (NPSVM) for positive and unlabeled learning problem(PU learning problem) in which only a small positive examples and a large unlabeled examples can be used. Like Biased-SVM, NPSVM treats the unlabeled set as the negative set w...