|
计算机科学 2008
A Novel Fuzzy Multiple Spheres Classification Algorithm and its Ensemble Method
|
Abstract:
In this paper, a novel fuzzy multiple spheres classification algorithm is proposed. In the training process all training samples of each class are covered by the constructed multiple spheres. Each of sphere encompasses as many samples with the same class. In the classification process a fuzzy membership function is defined to label the testing samples. Moreover, an ensemble method based on the proposed classification algorithm is presented. Finally, experiments on four real datasets show that our approach i...